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Home/Authors/Andrew McCallum

Andrew McCallum

1 indexed paper

Recent (6 mo)
1
With code
0
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0
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Publications per year

1
26

Top categories

NLP×1AI×1

Frequent co-authors

Shamanth Kuthpadi Seethakantha1×
Dung Ngoc Thai1×
Vara Prasad Gudi1×
Simran Tiwari1×
Rami Matar1×
Avijit Mitra1×

Research Timeline

2026
Hallucination Detection-Guided Preference Optimization for Clinical Summarization

The paper introduces two methods, ermodel and ermodel, to significantly reduce hallucinations in clinical summarization by using hallucination detectors to guide iterative revisions and subsequently fine-tuning models on these corrected trajectories.

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Papers

cs.CLcs.AIRecentMay 27, 2026

Hallucination Detection-Guided Preference Optimization for Clinical Summarization

Shamanth Kuthpadi Seethakantha, Dung Ngoc Thai, Vara Prasad Gudi, Simran Tiwari +5 more

The paper introduces two methods, ermodel and ermodel, to significantly reduce hallucinations in clinical summarization by using hallucination detectors to guide iterative revisions and subsequently…

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