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Collections including paper arxiv:2501.16496

Evolving Deeper LLM Thinking

Paper • 2501.09891 • Published Jan 17, 2025 • 115
PaSa: An LLM Agent for Comprehensive Academic Paper Search

Paper • 2501.10120 • Published Jan 17, 2025 • 54
Multiple Choice Questions: Reasoning Makes Large Language Models (LLMs) More Self-Confident Even When They Are Wrong

Paper • 2501.09775 • Published Jan 16, 2025 • 32
ComplexFuncBench: Exploring Multi-Step and Constrained Function Calling under Long-Context Scenario

Paper • 2501.10132 • Published Jan 17, 2025 • 22

2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Are Vision-Language Models Truly Understanding Multi-vision Sensor?

Paper • 2412.20750 • Published Dec 30, 2024 • 20
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Paper • 2412.21187 • Published Dec 30, 2024 • 40
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 107

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

Latent Reasoning in LLMs as a Vocabulary-Space Superposition

Paper • 2510.15522 • Published Oct 17, 2025 • 3
Language Models are Injective and Hence Invertible

Paper • 2510.15511 • Published Oct 17, 2025 • 69
Eliciting Secret Knowledge from Language Models

Paper • 2510.01070 • Published Oct 1, 2025 • 6
Interpreting Language Models Through Concept Descriptions: A Survey

Paper • 2510.01048 • Published Oct 1, 2025 • 2

MechInterp-Papers

Open Problems in Mechanistic Interpretability

Paper • 2501.16496 • Published Jan 27, 2025 • 21
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Paper • 2503.18878 • Published Mar 24, 2025 • 119
Geospatial Mechanistic Interpretability of Large Language Models

Paper • 2505.03368 • Published May 6, 2025 • 12

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 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 37

Evolving Deeper LLM Thinking

Paper • 2501.09891 • Published Jan 17, 2025 • 115
PaSa: An LLM Agent for Comprehensive Academic Paper Search

Paper • 2501.10120 • Published Jan 17, 2025 • 54
Multiple Choice Questions: Reasoning Makes Large Language Models (LLMs) More Self-Confident Even When They Are Wrong

Paper • 2501.09775 • Published Jan 16, 2025 • 32
ComplexFuncBench: Exploring Multi-Step and Constrained Function Calling under Long-Context Scenario

Paper • 2501.10132 • Published Jan 17, 2025 • 22

MechInterp-Papers

Open Problems in Mechanistic Interpretability

Paper • 2501.16496 • Published Jan 27, 2025 • 21
I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Paper • 2503.18878 • Published Mar 24, 2025 • 119
Geospatial Mechanistic Interpretability of Large Language Models

Paper • 2505.03368 • Published May 6, 2025 • 12

2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining

Paper • 2501.00958 • Published Jan 1, 2025 • 109
Are Vision-Language Models Truly Understanding Multi-vision Sensor?

Paper • 2412.20750 • Published Dec 30, 2024 • 20
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Paper • 2412.21187 • Published Dec 30, 2024 • 40
HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Paper • 2412.18925 • Published Dec 25, 2024 • 107

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 • 48
Unraveling the Complexity of Memory in RL Agents: an Approach for Classification and Evaluation

Paper • 2412.06531 • Published Dec 9, 2024 • 72
APOLLO: SGD-like Memory, AdamW-level Performance

Paper • 2412.05270 • Published Dec 6, 2024 • 37

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

Latent Reasoning in LLMs as a Vocabulary-Space Superposition

Paper • 2510.15522 • Published Oct 17, 2025 • 3
Language Models are Injective and Hence Invertible

Paper • 2510.15511 • Published Oct 17, 2025 • 69
Eliciting Secret Knowledge from Language Models

Paper • 2510.01070 • Published Oct 1, 2025 • 6
Interpreting Language Models Through Concept Descriptions: A Survey

Paper • 2510.01048 • Published Oct 1, 2025 • 2

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