GUI vs. CLI: Execution Bottlenecks in Screen-Only and Skill-Mediated Computer-Use Agents Paper • 2606.24551 • Published 5 days ago • 25
ParaVT: Taming the Tool Prior Paradox for Parallel Tool Use in Agentic Video Reinforcement Learning Paper • 2605.20342 • Published May 19 • 34
OpenComputer: Verifiable Software Worlds for Computer-Use Agents Paper • 2605.19769 • Published May 19 • 85
Rethinking Reasoning-Intensive Retrieval: Evaluating and Advancing Retrievers in Agentic Search Systems Paper • 2605.04018 • Published May 5 • 41
Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing Paper • 2601.16125 • Published Jan 22 • 13
OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe Paper • 2511.16334 • Published Nov 20, 2025 • 96
MRMR: A Realistic and Expert-Level Multidisciplinary Benchmark for Reasoning-Intensive Multimodal Retrieval Paper • 2510.09510 • Published Oct 10, 2025 • 8
AbGen: Evaluating Large Language Models in Ablation Study Design and Evaluation for Scientific Research Paper • 2507.13300 • Published Jul 17, 2025 • 20
Efficiency-Effectiveness Reranking FLOPs for LLM-based Rerankers Paper • 2507.06223 • Published Jul 8, 2025 • 14
Can LLMs Identify Critical Limitations within Scientific Research? A Systematic Evaluation on AI Research Papers Paper • 2507.02694 • Published Jul 3, 2025 • 19
MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research Paper • 2505.19955 • Published May 26, 2025 • 14
SciArena: An Open Evaluation Platform for Foundation Models in Scientific Literature Tasks Paper • 2507.01001 • Published Jul 1, 2025 • 47
Can LLMs Generate High-Quality Test Cases for Algorithm Problems? TestCase-Eval: A Systematic Evaluation of Fault Coverage and Exposure Paper • 2506.12278 • Published Jun 13, 2025 • 16
Table-R1: Inference-Time Scaling for Table Reasoning Paper • 2505.23621 • Published May 29, 2025 • 93
VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos Paper • 2505.23693 • Published May 29, 2025 • 53
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Paper • 2505.02686 • Published May 5, 2025 • 16
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective Paper • 2505.15045 • Published May 21, 2025 • 56