diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..37da0939e51550e7f47ec04ab6ab7a0a68dd2772 100644
--- a/.gitattributes
+++ b/.gitattributes
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..ad0a98b3576d80606f5c312a5a38923b2fbaec3e
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:0,Token:last_token)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol)_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol_period)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol_period)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:correct_symbol_period)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:last_token)_featurizer
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:last_token)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:1,Token:last_token)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol)_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol)_indices
new file mode 100644
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8ec05e6ac9fe337466c26690757279e2ffe2e1f6
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..c56cd2a9840add0d87001324b23a8e22fba4c30a
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..82114edcd86781ca57af6e03115595d4efc5e729
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..d1bae42b311ec33cd3d6cf27e615f6deaceff63c
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8e8c8fbca60499dab636c752e797519342f96d54
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..d80315dcea2af3f1c76095252d6f30d5f77c8482
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..f29029dbfe93de61d54ffadfd69678713b2b2f4e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:10,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..1e0dcccac03272b27242a1f078e6c4afc941327e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..2fc7a056674aec30a5062f2af0f4a3a10c536f6c
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..73c38bf7ac6f1306672db1375b790565f609c7bb
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..0440f86cbe10a534c5d4305c32f6132be8f0fbcd
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..9e1093566e54b9d553c5b8586aae3f9f6858beb1
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..74a9734f17a47764e5ccf2a7a62b82f3840c9f63
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..28bd365256e5e32d363779f62a07253bcf2bb56a
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..0b2604f22fd4954a6a1594708d8cc6e1bfa90433
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..26d00d5c9cc1d61ee5e056c394955a32bbdc26ad
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:11,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..414b3fc2093c13b581ed1446b421b4871b7a4d48
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..73842a8d70f8d51eb8ce89b70ddb05f89946db74
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..ba59a2625b11590488e0eb4b09d1ad5d809e8b2f
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..76a6b8d837d29160a4a9292a6a6ffac8feaa94b8
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..3e94f21a64cf5a64689ea13c8f5ba129dcdccdc8
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..df7971e3769b53bbb49014eb9d30f723721a6b34
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..c538e80de0f6cd6aaac606376bc3adc2065e0105
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..9c49adeb1332d206fc9181f04b3855ce58ea4873
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..e8ac803e49a99b0d30e24ee3745ee5e1be451a22
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:12,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..815bd6597a606b80d843485930cd70a9c5a93709
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..ffd5d8c769f21d1f4d3064316d7da12f7fcfc786
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..5950a0fa2a43f877e99e045198344c1cb2f0330a
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..11ba0d3d87ed6cefcf60da1ecabbde35039f027e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..7838a874d57c61203fe773132d2432737cd01283
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..c52063b5213a9a27eb3c64960ca89c7ff369351f
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..b231a32f33f59329ff281fed5a31f2bb9da369d5
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..2283dad621ce73798a9a8c8a7739fc51e5c7eaf6
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..28c03d40edefedb6981a98dd77bc45bb25a8a2d9
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:13,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..4511f45670644e6a12d8f4318ee34ec4c28fa963
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..96f79af403c9a1a3bba08c84de6a1d1d11220fe5
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..af4c7969323f1e919bfc9fb46e0773a774ad097a
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..21620f51f8f0c26e535459342dd33ca98ea6acdf
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..985474f50f7783815be758d8893190fa974a819f
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..ca0c4cf43c1bdd1873df69bd907434849c9f871f
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..2c05ab23f213fad9d38c22036067e2412c402c70
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..2dffc4fb3e79b4f22cce03a948ef3c7aaf007430
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..73de709124321ff94ce2504e1be30c8c65b8890c
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:14,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..c209d6e0d19c71c4dd0061fe922fa194fa3117e5
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..add4c23f8a163b8194293ba1b41cd07bcd11606f
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..bb3b9d10ede6e0d55f1c95a149947c310159fef7
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..102d3bb3a29cc299d32cbb6aa89bae1877e23123
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..24d91d117ff5ca496debcec9a96bc1ccc27fd774
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..abb37b5fabc98d6d8a774154162eebf87b9666aa
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..ab2dcb9332a1259a1647ba297c048fe68c344d46
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..c8bde5c429a17ff4bbe071cca3d38a7c10547cd5
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..5086b053b9430effdbe01c09293477fce13cabb9
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:15,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..0cee46dc884b05ef4cb26be126bb30867c1d8b77
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..468371b234995f082796f7e15cf3effa8a6ee960
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_indices
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..409175243d4c9ac6f599686a395a7f114ce53397
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..601de5781d2b1026ba512353ecfea83a282366e0
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..6c2cc24f981c25731f21058197f5b99869361a7d
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8497b46a22a2aa873d998fdb103781fd65f69bb1
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..2428935f4a40ae78cf25ecd25f62a00edf8a8068
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..37c11ec507d1b97705b77b9368d24d55225f02e8
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..7d22e60923987b412d831c4aab47c6ce2485fad1
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:16,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..0002a54c3ac5800b92839607bc30c4a9b5b00b5f
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..9755c1f22f1fb1bb44d53a34d2d73151cfcb9c6b
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_indices
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..4e8c35a381ed40d8af1b949cff439892eabcbf8a
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8a4c2b91d5005170afc56ca86aac6d9e0c8ab449
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..59d306ec74d1f2962befc83432891cb5c52d2bf3
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_indices
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..d05130fac8747b601f7725b086d22ccb3a7f0511
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..f2eab6ce8eed434f09c0e24eb10bf2e12a2c4e09
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..558624521fd2c9e0d6f29bd0a45d96f79eae28be
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..b5d8964a900252c827843893fbd27095edf7b7a8
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:17,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8acbe0a9df5886e999faea79c47aeabad3a30780
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..175c5d7b2c971a2951d5038b5647a11d22116a3b
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..e7a53a9d8e79b560752c99299c457eba9fb5e1b3
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..aa3c1c06a6b2f68d1c01bc826595d0e4a4b41c95
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..afb8e78538de2bffd491fc5ac0eb240d12d91e60
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..2e58da9ada8cfc955d2827c8fb8e4906d1ab59e0
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..41bd79e0fc451a74de4c331678a12010eb015e76
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..92cce045f3543db2c26bd7c1982a04fc6f8466aa
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..51afbb88cd0e1781e2bcc69539a1207542bd42a7
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:18,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..5a4bbfe6947bb4cc95e94c2f7170d21839efe427
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..a52c958e115b548892a5a4e7446b89d93b6a73d1
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..16c4b3056127e6be91164533cbdca365554c865d
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..9cae073034d245f2f33805c12675ddbed8c70b94
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..212e55aa6dc85fd7d50293ef05ae427c8f0ed7cd
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..fd7c5c199559c9a3b2b41048e04bd8438c24d552
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..e0eed7491010f260ae17cb4b9042e4b05828b830
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..50632d4f91cdb0c9955246d85d681418c90bb6e1
--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:19,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..d828707b27f7563009073b26e0d1653b7c90ed37
--- /dev/null
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..5f20d49697125c3d44a28715629debfc02e239c1
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..e369e543a7cd0d044647c98d62674fbfa5bc13dd
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..9a4d2f4f43a91b06c9d0cf6f8127941fe92e0f7f
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..fea556155615819e3735c645fab0be187aa7524c
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:2,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..5cd9f5782c5e6b9f6a94483a7bf2ec753b28cf26
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..8f61d16b03b4ff7f6c43e65ad5da976432a0416c
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..4300e9d5a47b85de8509a60135e60da6fbc03f5c
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..ef2455d9579057354f1d907d7b32f788e576ffdf
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..a16bce0760a47d9dd6ce4c27ce83a7ff3a4285f7
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..40889530446c15e069fdf05990115197e8e5e4de
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..5954312003067aaae645c8770cfe37a0a127337d
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..9eadf8c3bec56b151725eb3aa6c662f5f4471eb7
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_indices
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:20,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..226bb99710dd36b221dee37a240fdb092a5d8a57
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..e6c226863096908dbe65b04d317f9d6c26de4f69
--- /dev/null
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..914a6c96ac2cef590b85c230be47a8c66ec88661
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..4aa1ea0f5097156bb3d28261934fad3758cc8c3f
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..7362dc55e84708660167c403e0d3fce93a4a4795
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..c795dbf3475c3cfcac4b66f39939e25b5f8c74a9
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..2ae796da9c2f2d1e2201b91664fe600fa340d8b4
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:21,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..525486785f14e82b3b566b0e8f9c3112bb5a0790
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..0e8c4c33fc6041ee7b095eef1842068deb3c632a
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..4d118f9b1780963e2a5ef78266a517b61278e03e
--- /dev/null
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8eea0e6b59f542018e409efa1ea6082e653a1273
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..391c0481e1da6cc7f100c75f0a7dfb4f1dbea973
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:22,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..1487e41f98d5a165556dcbda0604f17333691cb0
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..0af626aa25481d0898d0de81b1f49193f16888b9
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..a16821c3043913624c073cae91d0f9f4031449b3
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..d9e632383519d2f87b971b349f0781094fd7202b
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..524351c3648f51e5daae60934b5364b8b14277e0
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:23,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..cfe0d6d7aefcc09f5eb9d9eb10f5baadc9f3ae3b
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..902bd66fa3c4f05dec5a2162700738c66b53329b
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8365d43e0d620b0c4c2e1707a0bb1e93621dcc27
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..899442cd2e606d627fbd648d4973fd0db1f76909
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..0b1db779c6db2622ed94b5f0ef023859a2ae6302
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..7356056e86029c32706e3be7b89fcb52dec54163
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..73c6ebe947f027a8907b54acc76047496d008b05
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..c9169c7bc4dc1be9adf669a73d64b29121f7ef72
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..25aa11d552706d4ac147a447b3daa15f4def808f
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:24,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..2efa8772f558e73ad3253455291d9fe933dfbcf1
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..fa9aeb6fd8e2aed3fd2e5e1d3b2c55c41226e1ca
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_indices
new file mode 100644
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_inverse_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:last_token)_indices
new file mode 100644
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--- /dev/null
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:25,Token:last_token)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_inverse_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_indices
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..214d4ce42e357412fb88b58c704d5f13cdce49d4
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..13053a644c8b6e1dc388a158de7a44f6605af6b3
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_indices
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:26,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..9039cbb05c4fedbc7645da5cfb7191f54eaefe57
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..36d870b4402aac0b617ba7a25181ec36609e99eb
--- /dev/null
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..d13754473132987c77ae74cffd7aec1b0b7ec882
--- /dev/null
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_inverse_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:last_token)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:27,Token:last_token)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol)_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_inverse_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_inverse_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:28,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_indices
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..7f51a3d4753773f517eaad521a268e29ede193b3
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..d4c0763176573b3306eece0ba2fc5e3017d1ba22
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..4ef9ea40667da21a777608fa13c731ab1b86d336
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..1abfd931d4f464f30534550406b3742532a2ab4b
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..48aa6dca6332aa8c4ab9e2a82861194e2e9f5fa9
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:29,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..4242d1d8365aa73f11e1db3d3ca055a23d8b8bce
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..a9e1adfb3682fe85bbc1e716f683b97069d5477e
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_indices
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..23901bf97104e03eb9f8e57c0df58bde324e4a3c
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..f622f5a870c84fbfbc5c5649ea0e74870dcabf7e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..35abf40d81a742a0cbab261ded62545c654ee93a
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_inverse_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:last_token)_indices
new file mode 100644
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--- /dev/null
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:3,Token:last_token)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol)_featurizer
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol_period)_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol_period)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:correct_symbol_period)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:last_token)_indices
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:30,Token:last_token)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol)_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol)_indices
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol)_inverse_featurizer
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_indices
new file mode 100644
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_inverse_featurizer
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..714da80047190bbcfe7a353016ae28b80ecddf8a
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:31,Token:last_token)_inverse_featurizer
new file mode 100644
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diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_indices
new file mode 100644
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..cd10dd9839002f804f3f2b027f3b741b96dea845
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..92cd9e189546a54ddd6e534bfc468d2a0148142e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..e0612de4029314aa38303623f14dfa39b444a8b2
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..22a8d9dd07ec45473ea59e33c9c107dea7a3a6f8
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:4,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..b65ad2d05b43c0f93b7bdfc2d3bc213e0b653a75
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..eb53d64380485eb491238886a442bad7e4c4bcab
--- /dev/null
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..209d7e317b2a33bc6ee2a5be61015113c3e5a3b3
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..060844253f2a2135be5a1515500a9c5180779689
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..25d033fc6ee0f724491ba83203e2a131a7c599af
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..45e5c4e5e9bb453276d40714c7ddd4f79c47fbbb
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..eecb2ccd6428972adbce69d0145ee27e033fbc94
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..79fcd5e6a38adaaed41f8fe429cc0ab489497c4e
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8845460acd44310f3cf4a1b58461a0c426e5c376
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:5,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..3e63a409d8816cc18ae2d1027ca83a39c74cbe7d
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..620091341b75837fa5134f1e4205a762b6e435f8
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..ad68f460a93b6621681f9d767513c81c3cf242a3
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..d1a4ae6d6fe450db931d72244ae2a95389b3b6ca
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..bda3fdfeb749f9534aac4b0463d839c1e16ed7de
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..02c0d97175aa85bfc3fe850218b05bd913ed52c9
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..d425617f42e3bd981980c5ae9d809dc3d012918e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..d14e346858e4a540b9784c44fdd97dde12551174
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..9611b4757afefc0fa4433bc353c020fbfb14784e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:6,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..20932f519b4a775263654678947c3306966bcf8b
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..de646c4c6ff3c637d04d2b2f575ac6f844b612f2
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..edd76b9ba373a6f61e5e5596c2d5e7b9e0473b95
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..8afa8f3917d4ef6442b45f95e0bdba60217d8d26
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..e5778d377e83e167f3775d1cfd75ee74c9605ea7
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..5c62e4dbf1a7e8893ffe127e2a39192c52180a01
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..7025ffbc518bc257c89271e10ab39e149554652d
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..1939011c09127a1875a493ba4ca65de5dc54c75e
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_indices
@@ -0,0 +1 @@
+[1, 4, 31, 38, 204, 265, 305, 311, 360, 389, 412, 435, 463, 544, 573, 589, 617, 721, 834, 855, 994, 1089, 1212, 1223, 1251, 1302, 1307, 1367, 1375, 1406, 1689, 1751, 1931, 2125, 2277, 2341, 2472, 2515, 2621, 2684, 2793, 2820, 2858, 2915, 2938, 2965, 3102, 3123, 3146, 3213, 3276, 3450, 3452, 3610, 3638, 3671, 3710, 3757, 3818, 3819, 3838, 4029, 4057, 4096, 4124, 4125, 4201, 4272, 4345, 4417, 4453, 4478, 4582, 4705, 5008, 5052, 5101, 5198, 5235, 5266, 5366, 5467, 5485, 5512, 5596, 5622, 5728, 5796, 5897, 6038, 6125, 6175, 6180, 6237, 6570, 6646, 6693, 7078, 7087, 7099, 7125, 7176, 7298, 7516, 7630, 7822, 7840, 7929, 8018, 8030, 8045, 8047, 8059, 8138, 8140, 8193, 8248, 8312, 8398, 8535, 8562, 8577, 8640, 8810, 8939, 8954, 9003, 9005, 9020, 9070, 9091, 9107, 9123, 9220, 9286, 9301, 9315, 9394, 9407, 9419, 9501, 9590, 9608, 9610, 9611, 9675, 9728, 9756, 9824, 9853, 9905, 9991, 10027, 10039, 10191, 10195, 10219, 10248, 10277, 10420, 10442, 10471, 10698, 10732, 10859, 11089, 11108, 11215, 11275, 11482, 11666, 11669, 11728, 11730, 11753, 11763, 11851, 11858, 11904, 11940, 12060, 12124, 12221, 12272, 12415, 12435, 12440, 12618, 12716, 12760, 12836, 12936, 12970, 12973, 13139, 13176, 13380, 13432, 13771, 13813, 13873, 13982, 14028, 14041, 14180, 14296, 14385, 14407, 14743, 14770, 14850, 14855, 14948, 15042, 15053, 15198, 15258, 15292, 15342, 15394, 15625, 15660, 15730, 15738, 15791, 15820, 15856, 15986, 16000, 16131, 16216, 16244, 16352, 16483, 16614, 16767, 16803, 16914, 16976, 17002, 17036, 17062, 17072, 17194, 17210, 17250, 17310, 17324, 17434, 17545, 17615, 17627, 17820, 17909, 17935, 17993, 18037, 18071, 18199, 18202, 18239, 18258, 18347, 18502, 18519, 18676, 18753, 18755, 18797, 18857, 18945, 19017, 19048, 19074, 19204, 19234, 19275, 19289, 19311, 19399, 19513, 19558, 19757, 19866, 20006, 20013, 20016, 20091, 20260, 20394, 20478, 20540, 20698, 20716, 20890, 20922, 20986, 21037, 21060, 21179, 21204, 21289, 21604, 21659, 21709, 21788, 21819, 21949, 21992, 22061, 22081, 22156, 22217, 22251, 22322, 22378, 22440, 22452, 22882, 22988, 23122, 23150, 23315, 23463, 23598, 23609, 23691, 23886, 24007, 24132, 24172, 24324, 24326, 24340, 24423, 24502, 24545, 24551, 24559, 24596, 24614, 24619, 24669, 24698, 24747, 24762, 24875, 24979, 25061, 25074, 25104, 25127, 25134, 25165, 25289, 25344, 25584, 25595, 25608, 25684, 25709, 25778, 25782, 25785, 25902, 26022, 26074, 26346, 26446, 26476, 26497, 26713, 26870, 26902, 26931, 27004, 27251, 27281, 27325, 27383, 27434, 27459, 27488, 27681, 27749, 27758, 27906, 27915, 28005, 28025, 28174, 28377, 28407, 28467, 28520, 28546, 28557, 28683, 28859, 28868, 28891, 28905, 28974, 29049, 29227, 29314, 29325, 29459, 29572, 29712, 29766, 29779, 29807, 29912, 29917, 29979, 30012, 30073, 30193, 30199, 30223, 30239, 30436, 30450, 30579, 30599, 30601, 30674, 30680, 30814, 30835, 30943, 30971, 30977, 30985, 31022, 31260, 31342, 31386, 31465, 31500, 31531, 31555, 31974, 31975, 31998, 32223, 32316, 32533, 32582, 32647, 32681, 32690, 32699, 32726]
\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..7f63ba0b9ced7543ae449ee318b1bcf951b6213d
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:7,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..b2ae7183c9f7018b695fa4c29a87117ed0051c97
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..93f1297f1d2a0d8429c5435d7b04f7b7a1ff2aaa
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..35456a1c4c4681e16a43f1e6f149b8176fba00b3
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..6bd7b9af064ab6d74130c1c98dda0f3970ec1de3
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..b99193ed2b49f579079866a47f745240e7eb35f7
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..5b18a62b746544ac6a7e1b74c9bafa0f838df689
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..5fd635f7b57c8d384e05635dd972f9c44392284f
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_inverse_featurizer
new file mode 100644
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Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:8,Token:last_token)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..659ed126f097062e51de63edf9a60f41d4dc5a63
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..09feefd2a343d86b34311125a79e93dc28579086
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_indices
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..a04ec34257a0cdd67277d52b6b6818d47d41ecf6
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..857df918d2efc7c9eaa54114c6e0dec898e4edfa
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..a78a223470596107d7be3895259967f58d7b3d4c
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_indices
@@ -0,0 +1 @@
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25293, 25311, 25315, 25325, 25329, 25334, 25335, 25339, 25358, 25362, 25372, 25384, 25388, 25395, 25404, 25405, 25408, 25422, 25426, 25427, 25433, 25436, 25442, 25443, 25462, 25476, 25480, 25497, 25509, 25514, 25526, 25533, 25547, 25554, 25557, 25567, 25568, 25570, 25574, 25578, 25603, 25621, 25626, 25630, 25648, 25650, 25652, 25660, 25667, 25670, 25674, 25678, 25698, 25706, 25707, 25716, 25723, 25740, 25765, 25782, 25807, 25845, 25847, 25860, 25892, 25916, 25917, 25923, 25925, 25936, 25941, 25947, 25956, 25959, 25962, 25965, 25967, 25969, 25970, 25999, 26021, 26042, 26047, 26053, 26058, 26066, 26071, 26100, 26101, 26113, 26122, 26128, 26144, 26145, 26150, 26188, 26191, 26198, 26205, 26208, 26210, 26222, 26230, 26232, 26244, 26256, 26264, 26289, 26305, 26312, 26316, 26318, 26330, 26343, 26351, 26359, 26360, 26372, 26384, 26395, 26402, 26415, 26417, 26419, 26449, 26466, 26469, 26470, 26479, 26485, 26490, 26491, 26505, 26510, 26543, 26562, 26575, 26582, 26590, 26591, 26592, 26594, 26603, 26606, 26621, 26640, 26642, 26651, 26663, 26664, 26671, 26689, 26690, 26692, 26702, 26710, 26726, 26731, 26746, 26751, 26756, 26766, 26774, 26778, 26811, 26812, 26815, 26819, 26822, 26841, 26842, 26848, 26855, 26864, 26881, 26890, 26907, 26929, 26936, 26938, 26952, 26963, 26974, 26975, 26976, 26977, 26989, 26991, 27004, 27024, 27030, 27032, 27044, 27051, 27058, 27085, 27089, 27102, 27107, 27116, 27117, 27140, 27145, 27152, 27166, 27180, 27197, 27223, 27232, 27235, 27267, 27272, 27288, 27289, 27301, 27303, 27308, 27342, 27351, 27374, 27399, 27407, 27419, 27425, 27434, 27436, 27437, 27438, 27446, 27447, 27458, 27470, 27473, 27474, 27511, 27521, 27525, 27528, 27535, 27540, 27545, 27555, 27561, 27564, 27570, 27587, 27589, 27602, 27631, 27646, 27652, 27655, 27659, 27662, 27676, 27682, 27691, 27696, 27699, 27713, 27717, 27720, 27722, 27729, 27734, 27738, 27755, 27758, 27779, 27791, 27795, 27803, 27815, 27818, 27824, 27839, 27847, 27862, 27865, 27877, 27887, 27898, 27914, 27928, 27932, 27944, 27947, 27950, 27956, 27971, 27973, 27983, 27984, 27987, 27998, 28006, 28027, 28030, 28066, 28067, 28074, 28081, 28082, 28099, 28103, 28117, 28150, 28171, 28180, 28204, 28241, 28268, 28275, 28277, 28285, 28288, 28289, 28293, 28303, 28311, 28323, 28342, 28349, 28350, 28355, 28360, 28366, 28367, 28380, 28397, 28415, 28421, 28425, 28428, 28429, 28436, 28441, 28450, 28452, 28454, 28461, 28471, 28472, 28486, 28490, 28499, 28505, 28508, 28513, 28524, 28526, 28534, 28536, 28544, 28554, 28558, 28568, 28569, 28576, 28577, 28584, 28601, 28615, 28620, 28623, 28632, 28634, 28642, 28654, 28658, 28668, 28676, 28677, 28713, 28729, 28731, 28738, 28745, 28777, 28789, 28798, 28801, 28808, 28829, 28839, 28860, 28872, 28889, 28900, 28910, 28937, 28955, 28978, 28994, 29003, 29010, 29013, 29016, 29020, 29048, 29059, 29067, 29072, 29081, 29094, 29096, 29099, 29112, 29115, 29116, 29119, 29120, 29143, 29161, 29170, 29173, 29188, 29191, 29196, 29233, 29254, 29255, 29262, 29283, 29305, 29309, 29319, 29330, 29335, 29336, 29349, 29362, 29365, 29369, 29380, 29381, 29392, 29403, 29439, 29455, 29468, 29471, 29493, 29513, 29523, 29528, 29554, 29560, 29568, 29580, 29602, 29623, 29637, 29641, 29642, 29671, 29676, 29681, 29691, 29695, 29703, 29718, 29724, 29726, 29728, 29729, 29742, 29755, 29764, 29766, 29776, 29783, 29792, 29803, 29813, 29830, 29848, 29852, 29854, 29864, 29878, 29882, 29884, 29900, 29914, 29915, 29916, 29932, 29959, 29968, 29971, 29973, 29990, 29994, 30003, 30004, 30012, 30017, 30018, 30019, 30028, 30032, 30036, 30067, 30072, 30079, 30121, 30126, 30129, 30160, 30171, 30184, 30189, 30190, 30195, 30208, 30220, 30221, 30225, 30254, 30256, 30268, 30287, 30297, 30298, 30325, 30338, 30348, 30395, 30409, 30412, 30416, 30471, 30479, 30492, 30516, 30528, 30534, 30539, 30545, 30553, 30570, 30589, 30602, 30605, 30613, 30615, 30616, 30636, 30652, 30670, 30706, 30733, 30747, 30768, 30773, 30798, 30812, 30829, 30841, 30845, 30846, 30850, 30852, 30866, 30884, 30888, 30889, 30905, 30908, 30910, 30912, 30920, 30927, 30930, 30943, 30948, 30969, 30974, 30982, 30989, 31000, 31003, 31010, 31020, 31036, 31037, 31043, 31058, 31064, 31066, 31087, 31089, 31095, 31097, 31114, 31117, 31121, 31124, 31130, 31210, 31233, 31259, 31260, 31262, 31285, 31313, 31317, 31335, 31336, 31337, 31355, 31378, 31386, 31391, 31392, 31416, 31419, 31427, 31459, 31506, 31519, 31549, 31570, 31579, 31612, 31613, 31631, 31647, 31653, 31654, 31657, 31660, 31669, 31678, 31682, 31729, 31732, 31749, 31753, 31756, 31781, 31802, 31804, 31817, 31836, 31856, 31865, 31868, 31875, 31885, 31888, 31896, 31905, 31909, 31911, 31912, 31925, 31930, 31934, 31949, 31955, 31957, 31964, 31965, 31972, 31976, 31980, 31982, 31984, 31986, 31990, 31992, 31994, 32003, 32031, 32040, 32051, 32085, 32089, 32095, 32105, 32106, 32110, 32122, 32127, 32128, 32138, 32144, 32163, 32181, 32185, 32191, 32194, 32200, 32216, 32218, 32220, 32233, 32236, 32237, 32260, 32276, 32301, 32304, 32306, 32337, 32343, 32345, 32348, 32378, 32380, 32402, 32436, 32452, 32456, 32489, 32490, 32491, 32496, 32518, 32520, 32521, 32522, 32524, 32555, 32564, 32578, 32588, 32594, 32601, 32609, 32610, 32638, 32654, 32659, 32670, 32674, 32675, 32740, 32750, 32752, 32766, 32767]
\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..f0d35088b2d072fd04b54b0873aefb39d936d97e
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:correct_symbol_period)_inverse_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..913be648a552fa41e08b4f87b56b85da745c2f1c
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_featurizer differ
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_indices b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_indices
new file mode 100644
index 0000000000000000000000000000000000000000..6aabbc91541fecf17721884c65aef32d12b92b48
--- /dev/null
+++ b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_indices
@@ -0,0 +1 @@
+[52, 84, 89, 102, 167, 213, 222, 266, 299, 324, 355, 368, 379, 413, 418, 469, 494, 579, 594, 595, 630, 688, 785, 892, 984, 1001, 1012, 1018, 1019, 1064, 1081, 1104, 1138, 1299, 1344, 1416, 1441, 1475, 1502, 1589, 1680, 1725, 1773, 1824, 1826, 1958, 1990, 2014, 2017, 2061, 2063, 2073, 2098, 2157, 2171, 2275, 2333, 2352, 2416, 2424, 2456, 2534, 2578, 2582, 2603, 2712, 2752, 2778, 2786, 2806, 2821, 2903, 2916, 2976, 3169, 3185, 3225, 3257, 3272, 3335, 3439, 3489, 3506, 3590, 3622, 3667, 3732, 3813, 3877, 3911, 3956, 3957, 3969, 4017, 4022, 4026, 4036, 4053, 4212, 4269, 4295, 4298, 4327, 4352, 4360, 4388, 4394, 4403, 4516, 4548, 4606, 4634, 4682, 4770, 4779, 4884, 5015, 5060, 5106, 5118, 5226, 5338, 5368, 5416, 5431, 5457, 5474, 5497, 5556, 5669, 5730, 5753, 5805, 5863, 5895, 5991, 6022, 6143, 6241, 6333, 6391, 6415, 6458, 6528, 6687, 7023, 7040, 7169, 7184, 7244, 7353, 7368, 7411, 7413, 7474, 7546, 7589, 7616, 7624, 7641, 7652, 7687, 7759, 7803, 8039, 8107, 8108, 8212, 8249, 8297, 8304, 8306, 8399, 8414, 8451, 8478, 8636, 8701, 8724, 8850, 8948, 8957, 9039, 9127, 9307, 9465, 9521, 9633, 9880, 9900, 9912, 10061, 10090, 10166, 10183, 10241, 10269, 10399, 10417, 10486, 10491, 10513, 10521, 10549, 10551, 10556, 10557, 10593, 10622, 10785, 10801, 10809, 10870, 10884, 10896, 10904, 10925, 10944, 11001, 11054, 11072, 11114, 11145, 11173, 11215, 11326, 11327, 11378, 11384, 11488, 11509, 11515, 11627, 11720, 11727, 11770, 11801, 11817, 12027, 12038, 12077, 12137, 12154, 12192, 12286, 12325, 12564, 12665, 12682, 12723, 13013, 13075, 13205, 13230, 13330, 13367, 13406, 13444, 13445, 13479, 13536, 13628, 13669, 13826, 13902, 13933, 14038, 14104, 14110, 14175, 14209, 14263, 14317, 14362, 14532, 14534, 14617, 14734, 14779, 14830, 14880, 14929, 15025, 15136, 15280, 15437, 15439, 15441, 15615, 15617, 15659, 15670, 15800, 15850, 15884, 15963, 16049, 16068, 16079, 16140, 16194, 16227, 16259, 16368, 16581, 16649, 16725, 16892, 16942, 17031, 17181, 17327, 17364, 17387, 17435, 17540, 17542, 17613, 17681, 17713, 17762, 17785, 17844, 17952, 18026, 18061, 18091, 18106, 18256, 18270, 18490, 18582, 18645, 18740, 18758, 18815, 18956, 18958, 18968, 18988, 19035, 19113, 19128, 19199, 19210, 19213, 19225, 19292, 19296, 19341, 19397, 19409, 19597, 19650, 19665, 19888, 19949, 19974, 20057, 20195, 20311, 20351, 20381, 20512, 20526, 20550, 20581, 20655, 20671, 20682, 20702, 20747, 20792, 20819, 20871, 20925, 20974, 21009, 21428, 21449, 21450, 21493, 21537, 21573, 21622, 21690, 21695, 21739, 21882, 22048, 22051, 22070, 22110, 22156, 22163, 22278, 22282, 22304, 22343, 22398, 22457, 22463, 22473, 22506, 22509, 22539, 22722, 22734, 22818, 22846, 22872, 22896, 22957, 23111, 23128, 23137, 23149, 23184, 23189, 23249, 23254, 23334, 23375, 23466, 23569, 23594, 23686, 23696, 23760, 23813, 23823, 23884, 24022, 24037, 24118, 24128, 24130, 24316, 24355, 24447, 24518, 24573, 24700, 24704, 24859, 24882, 24932, 24997, 25108, 25120, 25149, 25167, 25334, 25443, 25462, 25466, 25480, 25509, 25541, 25626, 25659, 25903, 25978, 26008, 26025, 26084, 26100, 26144, 26249, 26264, 26414, 26482, 26557, 26594, 26625, 26778, 26804, 26855, 26929, 27025, 27058, 27074, 27089, 27211, 27253, 27323, 27396, 27407, 27415, 27458, 27478, 27490, 27550, 27652, 27681, 27699, 27708, 27709, 27755, 27791, 27839, 27932, 27949, 27966, 28080, 28099, 28187, 28193, 28210, 28289, 28330, 28331, 28389, 28526, 28584, 28733, 28749, 28752, 28834, 28860, 28881, 28955, 29129, 29153, 29191, 29207, 29319, 29364, 29377, 29391, 29426, 29564, 29938, 29994, 30040, 30067, 30089, 30156, 30309, 30319, 30329, 30409, 30416, 30459, 30528, 30537, 30576, 30613, 30747, 30826, 30943, 30948, 30982, 30994, 31043, 31067, 31291, 31370, 31423, 31488, 31635, 31647, 31750, 31870, 31918, 31934, 31940, 32006, 32020, 32040, 32054, 32057, 32130, 32144, 32178, 32185, 32291, 32302, 32345, 32459, 32489, 32521, 32578, 32579, 32594, 32614, 32687, 32691]
\ No newline at end of file
diff --git a/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_inverse_featurizer b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_inverse_featurizer
new file mode 100644
index 0000000000000000000000000000000000000000..eedf15dfff8abe104ffb5b89f1d341a020445305
Binary files /dev/null and b/4_answer_MCQA_answer_pointer/ResidualStream(Layer:9,Token:last_token)_inverse_featurizer differ
diff --git a/featurizers.py b/featurizers.py
index 9f61e214655d8294de051ddb9e92b75432a85566..a26f97b4ff87f06ca1c151a17006286b53f4a8ca 100644
--- a/featurizers.py
+++ b/featurizers.py
@@ -325,6 +325,10 @@ def build_feature_mask_intervention(
                 torch.as_tensor(temp, dtype=self.mask.dtype).to(self.mask.device)
             )
 
+        def _nonlinear_transform(self, f: torch.Tensor) -> torch.Tensor:
+            # You can swap this for a real MLP if desired
+            return torch.tanh(f)
+
         # ------------------------- forward ------------------- #
         def forward(self, base, source, subspaces=None):
             if self.temperature is None:
@@ -345,7 +349,13 @@ def build_feature_mask_intervention(
             else:
                 gate = (torch.sigmoid(mask) > 0.5).float()
 
+
             f_out = (1.0 - gate) * f_base + gate * f_src
+
+            # === Apply nonlinearity during training only ===
+            # if self.training:
+            #     f_out = self._nonlinear_transform(f_out)
+                
             return self._inverse(f_out.to(base.dtype), base_err).to(base.dtype)
 
         # ---------------- Sparsity regulariser --------------- #