Author

Shuo Li

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Preprint Sep 2026

SWE-PolyVision: Benchmarking Cross-Image Abductive Reasoning for Repository-Level Software Engineering

Current multimodal software-engineering benchmarks expose images as additional context, but do not test whether an agent can integrate evidence distributed across images into a verified repository-level repair. We present SWE-PolyVision, an executable benchmark of 92 real tasks from 36 open-source organizations, with 4...

Jia-Jun Wu, Lei-Xin Sun, Zi-Hang Tan et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Planned Test-Time Scaling with Coordinated Reasoning Paths

Planned Test-Time Scaling (PTTS) provides a general framework for improving test-time scaling by coordinating reasoning branches, with zero-shot and trainable instantiations that yield substantial performance gains.

Xue-Qing Wu, Lang-Xing Bai, Hritik Bansal et al. · 0 citations