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Collections including paper arxiv:2411.14257

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

TuCo: Measuring the Contribution of Fine-Tuning to Individual Responses of LLMs

Paper • 2506.23423 • Published Jun 29 • 1
Stochastic Parameter Decomposition

Paper • 2506.20790 • Published Jun 25 • 1
Decomposing MLP Activations into Interpretable Features via Semi-Nonnegative Matrix Factorization

Paper • 2506.10920 • Published Jun 12 • 6
From Flat to Hierarchical: Extracting Sparse Representations with Matching Pursuit

Paper • 2506.03093 • Published Jun 3 • 2

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 13
Distinguishing Ignorance from Error in LLM Hallucinations

Paper • 2410.22071 • Published Oct 29, 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 11
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Paper • 2410.11779 • Published Oct 15, 2024 • 27

Papers - Text - SAE - Sparse Autoencoders

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 13
Scaling and evaluating sparse autoencoders

Paper • 2406.04093 • Published Jun 6, 2024 • 3
Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2

Paper • 2408.05147 • Published Aug 9, 2024 • 41
Disentangling Dense Embeddings with Sparse Autoencoders

Paper • 2408.00657 • Published Aug 1, 2024 • 1

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Paper • 2409.10516 • Published Sep 16, 2024 • 44
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse

Paper • 2409.11242 • Published Sep 17, 2024 • 7
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models

Paper • 2409.11136 • Published Sep 17, 2024 • 25
On the Diagram of Thought

Paper • 2409.10038 • Published Sep 16, 2024 • 14

Papers - Interpretability

Prompt-to-Prompt Image Editing with Cross Attention Control

Paper • 2208.01626 • Published Aug 2, 2022 • 2
BERT Rediscovers the Classical NLP Pipeline

Paper • 1905.05950 • Published May 15, 2019 • 3
A Multiscale Visualization of Attention in the Transformer Model

Paper • 1906.05714 • Published Jun 12, 2019 • 2
Analyzing Transformers in Embedding Space

Paper • 2209.02535 • Published Sep 6, 2022 • 3

Papers (I want) To Read

A list of papers on my reading list.

Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models

Paper • 2304.09842 • Published Apr 19, 2023 • 2
ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 27
Gorilla: Large Language Model Connected with Massive APIs

Paper • 2305.15334 • Published May 24, 2023 • 5
Reflexion: Language Agents with Verbal Reinforcement Learning

Paper • 2303.11366 • Published Mar 20, 2023 • 5

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 49
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 73
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 39

Papers - Interpretability - Sparse Autoencoder (SAE)

Decoding Dark Matter: Specialized Sparse Autoencoders for Interpreting Rare Concepts in Foundation Models

Paper • 2411.00743 • Published Nov 1, 2024 • 7
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 13

Perception and abstraction. Each modality is tokenized and embedded into vectors for model to comprehend.

VILA^2: VILA Augmented VILA

Paper • 2407.17453 • Published Jul 24, 2024 • 42
Octopus v4: Graph of language models

Paper • 2404.19296 • Published Apr 30, 2024 • 119
Octo-planner: On-device Language Model for Planner-Action Agents

Paper • 2406.18082 • Published Jun 26, 2024 • 49
Dolphin: Long Context as a New Modality for Energy-Efficient On-Device Language Models

Paper • 2408.15518 • Published Aug 28, 2024 • 43

ibm-research/AttaQ

Viewer • Updated Jan 26, 2024 • 1.4k • 1.01k • 20
snorkelai/snorkel-curated-instruction-tuning

Preview • Updated Mar 11, 2024 • 28 • 10
corbyrosset/researchy_questions

Viewer • Updated Feb 29, 2024 • 96.4k • 665 • 30
argilla/ultrafeedback-binarized-preferences

Viewer • Updated Nov 30, 2023 • 63.6k • 316 • 80

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

TuCo: Measuring the Contribution of Fine-Tuning to Individual Responses of LLMs

Paper • 2506.23423 • Published Jun 29 • 1
Stochastic Parameter Decomposition

Paper • 2506.20790 • Published Jun 25 • 1
Decomposing MLP Activations into Interpretable Features via Semi-Nonnegative Matrix Factorization

Paper • 2506.10920 • Published Jun 12 • 6
From Flat to Hierarchical: Extracting Sparse Representations with Matching Pursuit

Paper • 2506.03093 • Published Jun 3 • 2

Papers (I want) To Read

A list of papers on my reading list.

Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models

Paper • 2304.09842 • Published Apr 19, 2023 • 2
ReAct: Synergizing Reasoning and Acting in Language Models

Paper • 2210.03629 • Published Oct 6, 2022 • 27
Gorilla: Large Language Model Connected with Massive APIs

Paper • 2305.15334 • Published May 24, 2023 • 5
Reflexion: Language Agents with Verbal Reinforcement Learning

Paper • 2303.11366 • Published Mar 20, 2023 • 5

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 13
Distinguishing Ignorance from Error in LLM Hallucinations

Paper • 2410.22071 • Published Oct 29, 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 11
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Paper • 2410.11779 • Published Oct 15, 2024 • 27

Video Creation by Demonstration

Paper • 2412.09551 • Published Dec 12, 2024 • 9
DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation

Paper • 2412.07589 • Published Dec 10, 2024 • 49
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 73
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 39

Papers - Text - SAE - Sparse Autoencoders

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 13
Scaling and evaluating sparse autoencoders

Paper • 2406.04093 • Published Jun 6, 2024 • 3
Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2

Paper • 2408.05147 • Published Aug 9, 2024 • 41
Disentangling Dense Embeddings with Sparse Autoencoders

Paper • 2408.00657 • Published Aug 1, 2024 • 1

Papers - Interpretability - Sparse Autoencoder (SAE)

Decoding Dark Matter: Specialized Sparse Autoencoders for Interpreting Rare Concepts in Foundation Models

Paper • 2411.00743 • Published Nov 1, 2024 • 7
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 13

RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval

Paper • 2409.10516 • Published Sep 16, 2024 • 44
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse

Paper • 2409.11242 • Published Sep 17, 2024 • 7
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models

Paper • 2409.11136 • Published Sep 17, 2024 • 25
On the Diagram of Thought

Paper • 2409.10038 • Published Sep 16, 2024 • 14

Perception and abstraction. Each modality is tokenized and embedded into vectors for model to comprehend.

VILA^2: VILA Augmented VILA

Paper • 2407.17453 • Published Jul 24, 2024 • 42
Octopus v4: Graph of language models

Paper • 2404.19296 • Published Apr 30, 2024 • 119
Octo-planner: On-device Language Model for Planner-Action Agents

Paper • 2406.18082 • Published Jun 26, 2024 • 49
Dolphin: Long Context as a New Modality for Energy-Efficient On-Device Language Models

Paper • 2408.15518 • Published Aug 28, 2024 • 43

Papers - Interpretability

Prompt-to-Prompt Image Editing with Cross Attention Control

Paper • 2208.01626 • Published Aug 2, 2022 • 2
BERT Rediscovers the Classical NLP Pipeline

Paper • 1905.05950 • Published May 15, 2019 • 3
A Multiscale Visualization of Attention in the Transformer Model

Paper • 1906.05714 • Published Jun 12, 2019 • 2
Analyzing Transformers in Embedding Space

Paper • 2209.02535 • Published Sep 6, 2022 • 3

ibm-research/AttaQ

Viewer • Updated Jan 26, 2024 • 1.4k • 1.01k • 20
snorkelai/snorkel-curated-instruction-tuning

Preview • Updated Mar 11, 2024 • 28 • 10
corbyrosset/researchy_questions

Viewer • Updated Feb 29, 2024 • 96.4k • 665 • 30
argilla/ultrafeedback-binarized-preferences

Viewer • Updated Nov 30, 2023 • 63.6k • 316 • 80

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