OmniThink: Expanding Knowledge Boundaries in Machine Writing through Thinking
Paper
• 2501.09751 • Published
• 46
Reasonning
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Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Paper • 2501.09686 • Published • 41 -
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Paper • 2501.12948 • Published • 441 -
s1: Simple test-time scaling
Paper • 2501.19393 • Published • 124 -
Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Paper • 2501.19324 • Published • 39 -
ZebraLogic: On the Scaling Limits of LLMs for Logical Reasoning
Paper • 2502.01100 • Published • 21 -
Satori: Reinforcement Learning with Chain-of-Action-Thought Enhances LLM Reasoning via Autoregressive Search
Paper • 2502.02508 • Published • 22 -
LIMO: Less is More for Reasoning
Paper • 2502.03387 • Published • 62 -
A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods
Paper • 2502.01618 • Published • 10 -
Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning
Paper • 2502.03275 • Published • 18 -
MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency
Paper • 2502.09621 • Published • 28 -
Logical Reasoning in Large Language Models: A Survey
Paper • 2502.09100 • Published • 24 -
Chain of Draft: Thinking Faster by Writing Less
Paper • 2502.18600 • Published • 50 -
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching
Paper • 2503.05179 • Published • 46 -
Efficient Reasoning Models: A Survey
Paper • 2504.10903 • Published • 21 -
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations
Paper • 2504.10481 • Published • 85 -
VerifiAgent: a Unified Verification Agent in Language Model Reasoning
Paper • 2504.00406 • Published • 8 -
Could Thinking Multilingually Empower LLM Reasoning?
Paper • 2504.11833 • Published • 29 -
Thought Manipulation: External Thought Can Be Efficient for Large Reasoning Models
Paper • 2504.13626 • Published • 7 -
Phi-4-reasoning Technical Report
Paper • 2504.21318 • Published • 54 -
Knowledge Augmented Complex Problem Solving with Large Language Models: A Survey
Paper • 2505.03418 • Published • 9 -
Reasoning Models Better Express Their Confidence
Paper • 2505.14489 • Published • 20 -
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning
Paper • 2505.24726 • Published • 277 -
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling
Paper • 2506.08672 • Published • 30 -
The Automated LLM Speedrunning Benchmark: Reproducing NanoGPT Improvements
Paper • 2506.22419 • Published • 15 -
In-Context Learning Strategies Emerge Rationally
Paper • 2506.17859 • Published • 10