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Preprint Oct 2026

SWEeper-Bench: Can Agents Discover Bugs in Interactive Software?

Coding agents increasingly interact with users by generating interactive software on the fly rather than replying in text, yet many bugs in such software reveal themselves only after multi-step interactions. Today, users must discover these bugs and wait for fixes, making the development loop slow and expensive. Existi...

Yang Yao, Hao-Zhe Chen, Bing-Yi Kang et al. · 1 citation
#computer vision Review Nov 2026

LongBanana: An Expert-Verified Benchmark for Long-Context Multi-Reference Image Synthesis

LongBanana is introduced, to the authors' knowledge the first expert-designed and expert-verified benchmark for long-context multi-reference image synthesis in the age of agent-driven image generation, and experiments show that minimal agent harnesses improve over direct generation, while a ReAct-Plan-Exec-Reflect (RPR...

Hao-Xiang Cao, Yuxuan Zhang, Peng-Hui Du et al. · 0 citations

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