IdeaTaste: Do LLMs Share the Research Taste of Human Researchers? Paper • 2611.03424 • Published 7 days ago • 48
SearchHorizonBench: A Benchmark for Search Value in AI Agents Paper • 2610.34714 • Published 14 days ago • 9
AgentProofBench: Benchmarking Reusable Verifiers for Web Agents Paper • 2610.34634 • Published 15 days ago • 10
Agentic RAG Evaluation: Budget Allocation Across Questions, Trajectories, and Reads Paper • 2610.05034 • Published Oct 4 • 9
Predictive Credit: Measuring What Scientific Explanations Add to Experimental Forecasts Paper • 2610.00314 • Published Sep 29 • 9
Rules to Tools: Executable Checks for LLM Agents in Scientific Computing Paper • 2610.00313 • Published Sep 29 • 6
ControlScope: Workflow Revision and Reliability in LLM Agents Paper • 2609.34313 • Published Sep 28 • 3
WhatWorkedBench: Benchmarking Experimental Understanding in AI Agents Paper • 2609.27490 • Published Sep 23 • 14
Scores Alone Do Not Prove Discovery: The Discovery Certification Protocol for Auditing AI Research Agents Paper • 2609.09219 • Published Sep 7 • 14
Scores Alone Do Not Prove Discovery: The Discovery Certification Protocol for Auditing AI Research Agents Paper • 2609.09219 • Published Sep 7 • 14
Same Agent, Different Answers: A Repeat-Aware Audit of Corpus-Induced Answer Churn in Retrieval-Augmented QA Paper • 2608.22856 • Published Aug 24 • 4
Same Agent, Different Answers: A Repeat-Aware Audit of Corpus-Induced Answer Churn in Retrieval-Augmented QA Paper • 2608.22856 • Published Aug 24 • 4
Efficient Agentic Reasoning Through Self-Regulated Simulative Planning Paper • 2605.22138 • Published May 21 • 10
AstraFlow: Dataflow-Oriented Reinforcement Learning for Agentic LLMs Paper • 2605.15565 • Published May 15 • 16
Auto Research with Specialist Agents Develops Effective and Non-Trivial Training Recipes Paper • 2605.05724 • Published May 7 • 16
Auto Research with Specialist Agents Develops Effective and Non-Trivial Training Recipes Paper • 2605.05724 • Published May 7 • 16
DR Tulu: Reinforcement Learning with Evolving Rubrics for Deep Research Paper • 2511.19399 • Published Nov 24, 2025 • 64