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Shaofeng Liang

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#computer vision Preprint Oct 2026

Answer with Evidence: Consistency-Aware Grounded Visual Question Answering for Roadside Traffic Scenes

This work introduces Enumerate-then-Answer (EtA), which reverses the generation order so that answer-evidence agreement becomes a property of the output structure, and Enumeration-Consistent Policy Optimization (ECPO), a reinforcement learning stage that uses the union of multiple rollouts as a recall teacher without g...

Run-Wei Guan, Rong-Sheng Hu, Shang-Shu Chen et al. · 0 citations

ABLE: Representing and Mapping LLMs via Attribution-Based Large-model Embedding

ABLE (Attribution-Based Large-model Embedding), a framework that leverages the interpretability space to construct model representations by aggregating gradient-based feature attributions via a tokenizer-agnostic word-level alignment, captures model-specific input-sensitivity patterns rather than only surface-level out...

Zirui Wang, Yusen Hou, Shaofeng Liang et al. · 0 citations
Preprint Aug 2026

CraftAlign: Feature-Grounded Evaluation and Revision Guidance for AI Stories

CraftAlign is introduced, a framework that aligns AI stories with the craft of human storytelling by both assessing Human/AI writing patterns and providing revision guidance by both assessing Human/AI writing patterns and providing revision guidance.

Yang Yang, Boyun Xu, Shaofeng Liang et al. · 0 citations

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