Author

Jian-Cong Xie

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#natural language process... Preprint Oct 2026

AdaptEvo: Learning under Imperfect Supervision through Confidence-Adaptive Training with Knowledge Evolution

Rule-governed contextual decision tasks require models to apply specified rules to case-specific context and evidence. Written rules can leave gaps in decision guidance and process evaluation, while reference judgments vary in their support from the rules and evidence. To address these challenges, we introduce AdaptEvo...

Shi-Jun Wan, Jian-Cong Xie, Han-Rui Xu et al. · 0 citations

#artificial intelligence Preprint Sep 2026

NoteVQA: Benchmarking VLMs on Real-Life Questions from Human Communities

This work introduces AgenticInterleave, a single-agent ReAct framework for retrieval-supported answer generation, together with IVR-12, a 12-dimensional rubric for assessing the content, presentation, and image quality of interleaved references and model outputs, and evaluates both short-answer correctness and interlea...

Hao-Nan Jiang, Guo-Jian Zhan, Jian-Cong Xie et al. · 0 citations