MAPLE: Medical Aspect-Based Summarization with Phrase-Level Evidence

arXiv:2601.03418 · cs.CL · Submitted 2026-01-06 · Read on arXiv

cs.CL

Submitted: 2026-01-06

Updated: 2026-09-29

Comments: Accepted to ACML 2026

Code: https://github.com/chubohao/PCoA

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

Terminology

Benchmark — 16× in this paper · explained in 2 episodes
Consistency — 9× in this paper · explained in 3 episodes
Annotator Agreement — 4× in this paper · explained in 1 episode
Accuracy — 3× in this paper · explained in 1 episode
Adam — 3× in this paper · explained in 2 episodes
Core — 3× in this paper · explained in 2 episodes
Secondary Endpoints — 3× in this paper
Adverse Events — 2× in this paper
Alignment — 2× in this paper · explained in 1 episode
Follow-Up Duration — 2× in this paper
Verification — 2× in this paper · explained in 2 episodes
Alignment Techniques — 1× in this paper · explained in 1 episode
Benchmarking — 1× in this paper · explained in 3 episodes
Fine-Tuning — 1× in this paper · explained in 5 episodes
Hallucination — 1× in this paper · explained in 3 episodes
Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
Natural Language Inference (NLI) — 1× in this paper · explained in 2 episodes
Primary Endpoints — 1× in this paper
Redundancy — 1× in this paper · explained in 2 episodes
Trace — 1× in this paper · explained in 2 episodes
Treatment Duration — 1× in this paper
Verifiability — 1× in this paper · explained in 2 episodes

Sources

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