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Human supervisors rely on coding agents'reports to assess progress, verify repairs, and decide when to intervene. But a supervisor cannot investigate a failure they were never told occurred. Failed attempts, workarounds, and unresolved risks may disappear from routine reports, leaving supervisors unaware of issues that...
VideoHarness-RSI is introduced, a controlled framework that recursively searches executable context constructors around a frozen VLM while keeping the answering model and interface fixed and establish executable context construction as a distinct optimization layer and provide an auditable baseline for studying harness...
This work introduces MMLDSum-Bench, a high-quality benchmark for multimodal long-document summarization, and proposes MMLDSum-LLM, a reproducible two-stage training framework that combines supervised fine-tuning with visual-alignment weighted loss and keyword-aware weighted loss, followed by GRPO with a multi-objective...
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