Exploring Human-Like Translation Strategy with Large Language Models Paper • 2305.04118 • Published May 6, 2023
Leveraging Word Guessing Games to Assess the Intelligence of Large Language Models Paper • 2310.20499 • Published Oct 31, 2023 • 8
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate Paper • 2305.19118 • Published May 30, 2023
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning Paper • 2402.14809 • Published Feb 22, 2024 • 3
How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments Paper • 2403.11807 • Published Mar 18, 2024
Refuse Whenever You Feel Unsafe: Improving Safety in LLMs via Decoupled Refusal Training Paper • 2407.09121 • Published Jul 12, 2024 • 6
Draft Model Knows When to Stop: A Self-Verification Length Policy for Speculative Decoding Paper • 2411.18462 • Published Nov 27, 2024 • 6
Critical Tokens Matter: Token-Level Contrastive Estimation Enhence LLM's Reasoning Capability Paper • 2411.19943 • Published Nov 29, 2024 • 62
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Paper • 2412.21187 • Published Dec 30, 2024 • 40
Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs Paper • 2501.18585 • Published Jan 30, 2025 • 61
DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning Paper • 2504.11456 • Published Apr 15, 2025 • 12
Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training Paper • 2505.14681 • Published May 20, 2025 • 10
DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning Paper • 2505.23754 • Published May 29, 2025 • 15
Trust, But Verify: A Self-Verification Approach to Reinforcement Learning with Verifiable Rewards Paper • 2505.13445 • Published May 19, 2025
The First Few Tokens Are All You Need: An Efficient and Effective Unsupervised Prefix Fine-Tuning Method for Reasoning Models Paper • 2503.02875 • Published Mar 4, 2025 • 1
Bottom-up Policy Optimization: Your Language Model Policy Secretly Contains Internal Policies Paper • 2512.19673 • Published Dec 22, 2025 • 64