RESPClinBench: Benchmarking Multimodal Clinical Decision-Making and Longitudinal Disease Management in Respiratory Specialty Care

arXiv:2608.04514 · cs.CL · Submitted 2026-08-05 · Read on arXiv

Mouxiao Bian, Zhi Chen, Ruiyao Chen, Lu Lu, Hengrui Liang, Chaoyi Huang, Yiluo Lin, Jingru Ding, Yun Zhong, Yueming Su, Jie Xu

cs.CL

Submitted: 2026-08-05

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

Terminology

Benchmark — 24× in this paper · explained in 2 episodes
Hallucination — 10× in this paper · explained in 4 episodes
Accuracy — 5× in this paper · explained in 1 episode
Consistency — 5× in this paper · explained in 3 episodes
Clarity — 4× in this paper · explained in 3 episodes
Evaluation Framework — 4× in this paper · explained in 3 episodes
LLM-as-a-Judge — 4× in this paper · explained in 4 episodes
Coherence — 3× in this paper · explained in 2 episodes
Calibration — 2× in this paper · explained in 9 episodes
Fidelity — 2× in this paper · explained in 2 episodes
Grounding — 2× in this paper · explained in 3 episodes
Benchmarking — 1× in this paper · explained in 4 episodes
Cross-Dataset Transfer — 1× in this paper · explained in 2 episodes
EMMA — 1× in this paper · explained in 2 episodes
Generative AI — 1× in this paper · explained in 2 episodes
Generator — 1× in this paper · explained in 2 episodes
Language Models (LLMs) — 1× in this paper · explained in 2 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 9 episodes
Localization — 1× in this paper · explained in 2 episodes
Personalization — 1× in this paper · explained in 2 episodes
Redundancy — 1× in this paper · explained in 2 episodes
Robustness — 1× in this paper · explained in 6 episodes
Systematic Bias — 1× in this paper · explained in 3 episodes
Verification — 1× in this paper · explained in 2 episodes

Sources

LLMEval-Med: A Real-world Clinical Benchmark for Medical LLMs with Physician Validation

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