MedQA-MM: Shortcuts Behind Medical Visual Reasoning

arXiv:2609.03261 · cs.CV, cs.CL · Submitted 2026-09-03 · Read on arXiv

cs.CV, cs.CL

Submitted: 2026-09-03

Updated: 2026-09-08

Code: https://github.com/benluwang/MedQA-MM-EMNLP2026

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

Accuracy — 80× in this paper · explained in 1 episode
Benchmark — 56× in this paper · explained in 2 episodes
Ablation — 20× in this paper · explained in 1 episode
Fidelity — 9× in this paper · explained in 2 episodes
Core — 5× in this paper · explained in 2 episodes
Benchmarking — 3× in this paper · explained in 3 episodes
Hallucination — 3× in this paper · explained in 3 episodes
Provenance — 3× in this paper · explained in 3 episodes
Adaptation — 2× in this paper · explained in 1 episode
Chain-of-Thought Prompting — 2× in this paper · explained in 2 episodes
Consistency — 2× in this paper · explained in 3 episodes
Generalization — 2× in this paper · explained in 13 episodes
Homogeneity — 2× in this paper · explained in 2 episodes
LLM judge — 2× in this paper · explained in 2 episodes
Adam — 1× in this paper · explained in 2 episodes
Admissibility — 1× in this paper · explained in 2 episodes
Aggregation — 1× in this paper · explained in 1 episode
Alignment — 1× in this paper · explained in 1 episode
Commentary — 1× in this paper · explained in 2 episodes
Error Taxonomy — 1× in this paper · explained in 2 episodes
Fine-Tuning — 1× in this paper · explained in 5 episodes
Interpretability — 1× in this paper · explained in 15 episodes
Low-Rank Adaptation (LoRA) — 1× in this paper · explained in 9 episodes
Regularization — 1× in this paper · explained in 3 episodes
Robustness — 1× in this paper · explained in 5 episodes
Segmentation Masks — 1× in this paper · explained in 2 episodes
Vision-Language Models (VLMs) — 1× in this paper · explained in 6 episodes
alpha — 1× in this paper · explained in 1 episode

MedQA-MM: Shortcuts Behind Medical Visual Reasoning

Terminology

Sources

Related papers