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No Label Left Behind: A Unified Surface Defect Detection Model for all Supervision Regimes
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T2R-bench: A Benchmark for Generating Article-Level Reports from Real World Industrial Tables
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PVPO: Pre-Estimated Value-Based Policy Optimization for Agentic Reasoning
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