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upvoted 4 papers 12 days ago

DeepSeek-R1 Thoughtology: Let's <think> about LLM Reasoning

Paper • 2504.07128 • Published Apr 2 • 84

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 125

Tina: Tiny Reasoning Models via LoRA

Paper • 2504.15777 • Published Apr 22 • 55

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22 • 108

upvoted a paper about 2 months ago

One-Minute Video Generation with Test-Time Training

Paper • 2504.05298 • Published Apr 7 • 103

upvoted 2 papers 2 months ago

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 128

Transformers without Normalization

Paper • 2503.10622 • Published Mar 13 • 163

upvoted 13 papers 3 months ago

Can Language Models Falsify? Evaluating Algorithmic Reasoning with Counterexample Creation

Paper • 2502.19414 • Published Feb 26 • 20

Thus Spake Long-Context Large Language Model

Paper • 2502.17129 • Published Feb 24 • 73

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Paper • 2502.14768 • Published Feb 20 • 48

Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity

Paper • 2502.13063 • Published Feb 18 • 72

CRANE: Reasoning with constrained LLM generation

Paper • 2502.09061 • Published Feb 13 • 19

ReLearn: Unlearning via Learning for Large Language Models

Paper • 2502.11190 • Published Feb 16 • 29

SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Paper • 2502.12115 • Published Feb 17 • 45

Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14 • 18

The Curse of Depth in Large Language Models

Paper • 2502.05795 • Published Feb 9 • 40

TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11 • 52

LM2: Large Memory Models

Paper • 2502.06049 • Published Feb 9 • 30

Teaching Language Models to Critique via Reinforcement Learning

Paper • 2502.03492 • Published Feb 5 • 24

LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!

Paper • 2502.07374 • Published Feb 11 • 41