HaluMem: Evaluating Hallucinations in Memory Systems of Agents Paper • 2511.03506 • Published Nov 5 • 93
The Tool Decathlon: Benchmarking Language Agents for Diverse, Realistic, and Long-Horizon Task Execution Paper • 2510.25726 • Published Oct 29 • 45
DeepAgent: A General Reasoning Agent with Scalable Toolsets Paper • 2510.21618 • Published Oct 24 • 99
The Illusion of Diminishing Returns: Measuring Long Horizon Execution in LLMs Paper • 2509.09677 • Published Sep 11 • 34
Glyph: Scaling Context Windows via Visual-Text Compression Paper • 2510.17800 • Published Oct 20 • 67
A Theoretical Study on Bridging Internal Probability and Self-Consistency for LLM Reasoning Paper • 2510.15444 • Published Oct 17 • 147
Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL Paper • 2508.07976 • Published Aug 11 • 51
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use Paper • 2510.05592 • Published Oct 7 • 105
Fathom-DeepResearch: Unlocking Long Horizon Information Retrieval and Synthesis for SLMs Paper • 2509.24107 • Published Sep 28 • 78
BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents Paper • 2504.12516 • Published Apr 16 • 1
BrowseComp-ZH: Benchmarking Web Browsing Ability of Large Language Models in Chinese Paper • 2504.19314 • Published Apr 27 • 7
Reasoning Introduces New Poisoning Attacks Yet Makes Them More Complicated Paper • 2509.05739 • Published Sep 6 • 2
Can Understanding and Generation Truly Benefit Together -- or Just Coexist? Paper • 2509.09666 • Published Sep 11 • 34
SimpleQA Verified: A Reliable Factuality Benchmark to Measure Parametric Knowledge Paper • 2509.07968 • Published Sep 9 • 14
Loong: Synthesize Long Chain-of-Thoughts at Scale through Verifiers Paper • 2509.03059 • Published Sep 3 • 24
MetaMind: Modeling Human Social Thoughts with Metacognitive Multi-Agent Systems Paper • 2505.18943 • Published May 25 • 24
BARREL: Boundary-Aware Reasoning for Factual and Reliable LRMs Paper • 2505.13529 • Published May 18 • 11