Beren Meng

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upvoted 9 papers 5 days ago

Human Psychometric Questionnaires Mischaracterize LLM Behavior

Paper • 2509.10078 • Published 20 days ago • 35

On the Geometry of On-Policy Distillation

Paper • 2606.07082 • Published 13 days ago • 72

LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents

Paper • 2606.06087 • Published 14 days ago • 63

Redesign Mixture-of-Experts Routers with Manifold Power Iteration

Paper • 2606.12397 • Published 8 days ago • 85

See What I See, Know What I Think: Dense Latent Communication Across Heterogeneous Agents

Paper • 2606.13594 • Published 7 days ago • 3

Rethinking Psychometric Evaluation of LLMs: When and Why Self-Reports Predict Behavior

Paper • 2606.12730 • Published 8 days ago • 6

Demystifying Hidden-State Recurrence: Switchable Latent Reasoning with On-Policy Reinforcement Learning

Paper • 2606.13106 • Published 7 days ago • 21

EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments

Paper • 2606.13681 • Published 7 days ago • 135

MiniMax Sparse Attention

Paper • 2606.13392 • Published 7 days ago • 138

upvoted a paper 14 days ago

Streaming Communication in Multi-Agent Reasoning

Paper • 2606.05158 • Published 15 days ago • 30

upvoted 8 papers about 1 month ago

Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond

Paper • 2604.22748 • Published Apr 24 • 228

Recursive Multi-Agent Systems

Paper • 2604.25917 • Published Apr 28 • 278

From Context to Skills: Can Language Models Learn from Context Skillfully?

Paper • 2604.27660 • Published May 3 • 169

Why Fine-Tuning Encourages Hallucinations and How to Fix It

Paper • 2604.15574 • Published Apr 16 • 25

LLM Safety From Within: Detecting Harmful Content with Internal Representations

Paper • 2604.18519 • Published Apr 20 • 26

From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company

Paper • 2604.22446 • Published Apr 24 • 122

Attention Sink in Transformers: A Survey on Utilization, Interpretation, and Mitigation

Paper • 2604.10098 • Published Apr 11 • 82

Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe

Paper • 2604.13016 • Published Apr 14 • 110

upvoted a paper about 2 months ago

Adam's Law: Textual Frequency Law on Large Language Models

Paper • 2604.02176 • Published Apr 2 • 507

upvoted a paper 2 months ago

SkillClaw: Let Skills Evolve Collectively with Agentic Evolver

Paper • 2604.08377 • Published Apr 9 • 293