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Author

Amit P. Sheth

2 papers indexed here

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#artificial intelligence Preprint May 2024

Abstention vs. Hallucination: Benchmarking LLM Source Attribution for Scientific Citations

A dual-metric framework consisting of Abstention Rate (AR) and Hallucination Rate (HR) is proposed to characterize the trade-off between reliability and responsiveness to demonstrate that citation attribution systems should be evaluated not only for correctness but also for their ability to abstain appropriately under...

Deepa Tilwani, Yash Saxena, Seyedali Mohammadi et al. · 11 citations
#artificial intelligence Preprint Sep 2026

Bag of Tricks or Bag of Myths? Reducing Modeling Complexity with Task Knowledge in Explainable Suicide Risk Assessment

Assessing suicide risk from social media text is a small-data, high-stakes setting requiring not only severity prediction but also supporting evidence and clinically relevant risk and protective factors. Yet common NLP techniques, including model scaling, synthetic data, loss reweighting, ensembling, and threshold tuni...

Shlok Shelat, Shrey Salvi, Souvik Roy et al. · 0 citations

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