ClinTrace derives source attributions and groundedness scores from existing decoder attention in MLLMs to audit clinical summaries, reaching over 92% F1 on radiology attribution and enabling abstention that raises faithfulness from 61.7% to 72.6%.
For each generated summary sentence, identify the source elements (sentences and/or image) it can be attributed to
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
From Attribution to Abstention: Training-Free Attention-Based Auditing for Clinical Summarization
ClinTrace derives source attributions and groundedness scores from existing decoder attention in MLLMs to audit clinical summaries, reaching over 92% F1 on radiology attribution and enabling abstention that raises faithfulness from 61.7% to 72.6%.