Predicting Privileged Information Effectiveness for On-Policy Self-Distillation Paper • 2610.22512 • Published 15 days ago • 10
TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning Paper • 2610.26754 • Published 11 days ago • 11
Good Judgment, Bad Advice: Decision-Model Controllers Raise Agent Cost Without Improving Success Paper • 2610.24649 • Published 13 days ago • 16
On the Tip of the Tongue: First-Token Cueing as a Behavioral Probe of Recall Failures in LLMs Paper • 2610.23400 • Published 14 days ago • 8
Beyond Compilation: Evaluating Faithful Natural-Language-to-Lean Statement Formalization Paper • 2606.31002 • Published 15 days ago • 9
On the Fragility of Tasks under Composition: Implicit Budgeting in Language Models Paper • 2610.27190 • Published 11 days ago • 11
Self-Credit: Credit Assignment for Long-Horizon Agentic RL via Intra-group Rescaling Paper • 2610.28388 • Published 10 days ago • 13
Breaking Diffusion: Parallel Reasoning with Draft Refinement Paper • 2610.26542 • Published 11 days ago • 24
PAR: Progress-Aligned Recurrence for Length Generalization in State Tracking Paper • 2610.27628 • Published 10 days ago • 169
Sparse Autoencoders Are a Shared Coordinate System for Symbolic Matching Paper • 2610.19636 • Published 16 days ago • 8
Lexical Reference Frames: Interpreting LM Residual Streams in Native Semantics Paper • 2610.22169 • Published 15 days ago • 51
Tree-Aware Posterior Distillation for Long-Horizon Agentic Reinforcement Learning Paper • 2610.23181 • Published 14 days ago • 57
Embeddings Are Overpriced? A Frozen 16 MB Vocabulary for Small and Ternary Language Models Paper • 2610.22428 • Published 15 days ago • 21
OPMD: On-Policy Mechanism Distillation Beyond Output Supervision Paper • 2610.14022 • Published Sep 29 • 20
Towards Looped Models Done Right, Part I: Topology, Input Injection, Recurrent-State Design Paper • 2610.23036 • Published 14 days ago • 19
ProbabilityBench: Model Evaluation and Calibration with Exact Ground-Truth Uncertainty Paper • 2610.17016 • Published 18 days ago • 14
FreeSolo: Linear-time Sparse Attention with Zero-Shot Length Extrapolation Paper • 2610.17191 • Published 18 days ago • 15
History Replays Itself: Unleashing Long-Context Capability in Linear Attention Paper • 2610.15715 • Published 19 days ago • 26
Learning to Read Out: Unembedding Dynamics in Language Model Pretraining Paper • 2610.21025 • Published 16 days ago • 10