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upvoted 2 papers 3 days ago

Entropy Sentinel: Continuous LLM Accuracy Monitoring from Decoding Entropy Traces in STEM

Paper • 2601.09001 • Published 9 days ago • 16

RubricHub: A Comprehensive and Highly Discriminative Rubric Dataset via Automated Coarse-to-Fine Generation

Paper • 2601.08430 • Published 10 days ago • 53

upvoted a paper 14 days ago

Confidence Estimation for LLMs in Multi-turn Interactions

Paper • 2601.02179 • Published 18 days ago • 15

upvoted 2 papers 17 days ago

Diversity or Precision? A Deep Dive into Next Token Prediction

Paper • 2512.22955 • Published 26 days ago • 8

Nested Learning: The Illusion of Deep Learning Architectures

Paper • 2512.24695 • Published 23 days ago • 38

upvoted a paper 21 days ago

AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published 25 days ago • 28

upvoted a paper 27 days ago

Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

upvoted 2 papers 30 days ago

Seed-Prover 1.5: Mastering Undergraduate-Level Theorem Proving via Learning from Experience

Paper • 2512.17260 • Published Dec 19, 2025 • 50

Understanding Syllogistic Reasoning in LLMs from Formal and Natural Language Perspectives

Paper • 2512.12620 • Published Dec 14, 2025 • 3

upvoted 6 papers about 1 month ago

State over Tokens: Characterizing the Role of Reasoning Tokens

Paper • 2512.12777 • Published Dec 14, 2025 • 5

Rethinking Expert Trajectory Utilization in LLM Post-training

Paper • 2512.11470 • Published Dec 12, 2025 • 8

QwenLong-L1.5: Post-Training Recipe for Long-Context Reasoning and Memory Management

Paper • 2512.12967 • Published Dec 15, 2025 • 107

Memory in the Age of AI Agents

Paper • 2512.13564 • Published Dec 15, 2025 • 144

Interpretable Embeddings with Sparse Autoencoders: A Data Analysis Toolkit

Paper • 2512.10092 • Published Dec 10, 2025 • 3

On the Interplay of Pre-Training, Mid-Training, and RL on Reasoning Language Models

Paper • 2512.07783 • Published Dec 8, 2025 • 38

upvoted 5 papers 2 months ago

miniF2F-Lean Revisited: Reviewing Limitations and Charting a Path Forward

Paper • 2511.03108 • Published Nov 5, 2025 • 4

From Proof to Program: Characterizing Tool-Induced Reasoning Hallucinations in Large Language Models

Paper • 2511.10899 • Published Nov 14, 2025 • 4

MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning

Paper • 2511.06805 • Published Nov 10, 2025 • 13

Reasoning with Confidence: Efficient Verification of LLM Reasoning Steps via Uncertainty Heads

Paper • 2511.06209 • Published Nov 9, 2025 • 19

Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence

Paper • 2511.07384 • Published Nov 10, 2025 • 18