It is reported that collaboration buys task performance but not lower hallucination as a rule, and no topology is reliably better than another; it is found that collaboration redistributes what its models can already do; it does not supply what they cannot.
W. Jang, Harry Bhaskar Joshi, Hong Yu· 0 citations
This work hypothesizes and empirically verify that a model genuinely relies on visual evidence only when its multimodal distribution significantly diverges from its text-only distribution and proposes BUZZY, a training-free decoding method that corrects multimodal predictions by subtracting the text-only distribution.
Taeyun Roh, Suhyeong Park, Dongyoung Lee et al.· 0 citations
This study evaluated both closed-source and open-source large language models for extracting and prioritizing medical jargon from EHR notes relevant to individual patients, leveraging prompting techniques, fine-tuning, and data augmentation and found that model performance could deviate largely based on prompting style...
W. Jang, Sharmin Sultana, Zonghai Yao et al.· JMIR AI· 1 citation
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