Author

Jinjing Zhu

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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

Open access Jul 2026

Physicians and artificial intelligence diverge in evaluating large language models on real clinical cases.

While AI agents delivered highly efficient, directionally aligned assessments, they did not fully capture the nuances of human clinical judgment and could not substitute for physician-centered evaluation and promise assistive tools that can triage or pre-screen outputs to reduce human burden.

Peilun Shi, Jian Li, Ziqi Yang et al. · npj Digital Medicine · 0 citations