Kyleyee commited on
Commit
8835898
·
verified ·
1 Parent(s): 33f1c21

Upload README.md with huggingface_hub

Browse files
Files changed (1) hide show
  1. README.md +26 -26
README.md CHANGED
@@ -1,26 +1,26 @@
1
- ---
2
- dataset_info:
3
- features:
4
- - name: messages
5
- list:
6
- - name: content
7
- dtype: string
8
- - name: role
9
- dtype: string
10
- splits:
11
- - name: train
12
- num_bytes: 34330858
13
- num_examples: 43835
14
- - name: test
15
- num_bytes: 1856925
16
- num_examples: 2354
17
- download_size: 20058574
18
- dataset_size: 36187783
19
- configs:
20
- - config_name: default
21
- data_files:
22
- - split: train
23
- path: data/train-*
24
- - split: test
25
- path: data/test-*
26
- ---
 
1
+ ---
2
+ tags:
3
+ - trl
4
+ ---
5
+
6
+ # HH-RLHF-Helpful-Base Dataset
7
+
8
+ ## Summary
9
+
10
+ The HH-RLHF-Helpful-Base dataset is a processed version of [Anthropic's HH-RLHF](https://huggingface.co/datasets/Anthropic/hh-rlhf) dataset, specifically curated to train models using the [TRL library](https://github.com/huggingface/trl) for preference learning and alignment tasks. It contains pairs of text samples, each labeled as either "chosen" or "rejected," based on human preferences regarding the helpfulness of the responses. This dataset enables models to learn human preferences in generating helpful responses, enhancing their ability to assist users effectively.
11
+
12
+ ## Data Structure
13
+
14
+ - **Format**: [Conversational](https://huggingface.co/docs/trl/main/dataset_formats#conversational)
15
+ - **Type**: [Preference](https://huggingface.co/docs/trl/main/dataset_formats#preference)
16
+
17
+ Columns:
18
+ - `"prompt"`: The user query.
19
+ - `"chosen"`: A response deemed helpful by human evaluators.
20
+ - `"rejected"`: A response considered less helpful or unhelpful.
21
+
22
+ This structure allows models to learn to prefer the _chosen_ response over the _rejected_ one, thereby aligning with human preferences in helpfulness.
23
+
24
+ ## Generation script
25
+
26
+ The script used to generate this dataset can be found [here](https://github.com/huggingface/trl/blob/main/examples/datasets/hh-rlhf-helpful-base.py).