GitTaskBench: A Benchmark for Code Agents Solving Real-World Tasks Through Code Repository Leveraging Paper • 2508.18993 • Published Aug 26, 2025 • 4
RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solving Paper • 2505.21577 • Published May 27, 2025 • 3
KnowMe-Bench: Benchmarking Person Understanding for Lifelong Digital Companions Paper • 2601.04745 • Published Jan 8 • 58
Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning Paper • 2601.06943 • Published Jan 11 • 213
FinVault: Benchmarking Financial Agent Safety in Execution-Grounded Environments Paper • 2601.07853 • Published Jan 9 • 10
Controlled Self-Evolution for Algorithmic Code Optimization Paper • 2601.07348 • Published Jan 12 • 115
EvoFSM: Controllable Self-Evolution for Deep Research with Finite State Machines Paper • 2601.09465 • Published Jan 14 • 41