From Correctness to Utility: Gain-Based Prefix Evaluation for LLM Reasoning Paper • 2606.07190 • Published Jun 5 • 33
Retrospective Harness Optimization: Improving LLM Agents via Self-Preference over Trajectory Rollouts Paper • 2606.05922 • Published Jun 4 • 69
OmniDirector: General Multi-Shot Camera Cloning without Cross-Paired Data Paper • 2606.13432 • Published Jun 11 • 106
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs Paper • 2505.11277 • Published May 16, 2025 • 60
TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs Paper • 2607.17423 • Published Jul 19 • 160
Harness Handbook: Making Evolving Agent Harnesses Readable,Navigable, and Editable Paper • 2607.13285 • Published Jul 14 • 222
VGI-Bench: Probing Visual Intelligence in Video Generation Models Paper • 2608.19583 • Published Aug 26 • 495
Self-Evolving Coding Agents: From Digital Programs to Physical-World Intelligence Paper • 2609.35432 • Published 24 days ago • 113
S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement? Paper • 2608.31100 • Published Aug 31 • 149
OmniEdu: Open Foundation Models for Learning and Teaching Paper • 2609.23088 • Published Sep 19 • 242
OneStreamer: Unifying Perception, Memory, and Proactive Response in Streaming Video Interaction Paper • 2610.01762 • Published 21 days ago • 240
Duplex-MPE: Benchmarking Multi-Party Interaction in Full-Duplex Dialogue Paper • 2609.31948 • Published 27 days ago • 91