Search More, Think Less: Rethinking Long-Horizon Agentic Search for Efficiency and Generalization Paper • 2602.22675 • Published 2 days ago • 14
O-Researcher: An Open Ended Deep Research Model via Multi-Agent Distillation and Agentic RL Paper • 2601.03743 • Published Jan 7 • 2
The Molecular Structure of Thought: Mapping the Topology of Long Chain-of-Thought Reasoning Paper • 2601.06002 • Published Jan 9 • 56
SIN-Bench: Tracing Native Evidence Chains in Long-Context Multimodal Scientific Interleaved Literature Paper • 2601.10108 • Published Jan 15 • 7
EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies Paper • 2602.09514 • Published 18 days ago • 9
NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents Paper • 2512.12730 • Published Dec 14, 2025 • 48
OAgents: An Empirical Study of Building Effective Agents Paper • 2506.15741 • Published Jun 17, 2025 • 35
IWR-Bench: Can LVLMs reconstruct interactive webpage from a user interaction video? Paper • 2509.24709 • Published Sep 29, 2025 • 7
VideoScore2: Think before You Score in Generative Video Evaluation Paper • 2509.22799 • Published Sep 26, 2025 • 26
Towards Personalized Deep Research: Benchmarks and Evaluations Paper • 2509.25106 • Published Sep 29, 2025 • 30
EditReward: A Human-Aligned Reward Model for Instruction-Guided Image Editing Paper • 2509.26346 • Published Sep 30, 2025 • 19
OmniVideoBench: Towards Audio-Visual Understanding Evaluation for Omni MLLMs Paper • 2510.10689 • Published Oct 12, 2025 • 47
ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems Paper • 2510.11652 • Published Oct 13, 2025 • 30
Beyond Correctness: Evaluating Subjective Writing Preferences Across Cultures Paper • 2510.14616 • Published Oct 16, 2025 • 13
COIG-Writer: A High-Quality Dataset for Chinese Creative Writing with Thought Processes Paper • 2510.14763 • Published Oct 16, 2025 • 14
A$^2$FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning Paper • 2510.12838 • Published Oct 13, 2025 • 25
Reverse-Engineered Reasoning for Open-Ended Generation Paper • 2509.06160 • Published Sep 7, 2025 • 149
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL Paper • 2508.13167 • Published Aug 6, 2025 • 129
CriticLean: Critic-Guided Reinforcement Learning for Mathematical Formalization Paper • 2507.06181 • Published Jul 8, 2025 • 45