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RL+reason model

about 19 hours ago

RL + Transformer = A General-Purpose Problem Solver

Paper • 2501.14176 • Published Jan 24 • 28
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Paper • 2501.17161 • Published Jan 28 • 122
MaxInfoRL: Boosting exploration in reinforcement learning through information gain maximization

Paper • 2412.12098 • Published Dec 16, 2024 • 5

Efficient Inference

Efficient Inference for Large Reasoning Models: A Survey

Paper • 2503.23077 • Published Mar 29 • 46

Natural Language Reinforcement Learning

Paper • 2411.14251 • Published Nov 21, 2024 • 31
Towards General-Purpose Model-Free Reinforcement Learning

Paper • 2501.16142 • Published Jan 27 • 30
Reinforcement Learning for Reasoning in Small LLMs: What Works and What Doesn't

Paper • 2503.16219 • Published Mar 20 • 51
Teaching Large Language Models to Reason with Reinforcement Learning

Paper • 2403.04642 • Published Mar 7, 2024 • 51

Reasoning - Chain-of-Thought

Evolving Deeper LLM Thinking

Paper • 2501.09891 • Published Jan 17 • 115
Reasoning Language Models: A Blueprint

Paper • 2501.11223 • Published Jan 20 • 33
Multiple Choice Questions: Reasoning Makes Large Language Models (LLMs) More Self-Confident Even When They Are Wrong

Paper • 2501.09775 • Published Jan 16 • 34
Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Paper • 2501.09686 • Published Jan 16 • 41

LLM reasoning systems

Efficiently Serving LLM Reasoning Programs with Certaindex

Paper • 2412.20993 • Published Dec 30, 2024 • 38
Efficient Inference for Large Reasoning Models: A Survey

Paper • 2503.23077 • Published Mar 29 • 46
Accelerate Parallelizable Reasoning via Parallel Decoding within One Sequence

Paper • 2503.20533 • Published Mar 26 • 12

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