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Researcher profile

Adithya Samavedhi

2 papers in the PaperMetrix corpus

Publications

Papers by this author

  1. SELFOOD: Self-Supervised Out-Of-Distribution Detection via Learning to Rank

    2023

    Deep neural classifiers trained with cross-entropy loss (CE loss) often suffer from poor calibration, necessitating the task of out-of-distribution (OOD) detection. Traditional supervised OOD detection methods require expensive manual annotation of in-distribution and OOD samples. …

  2. LLM Reasoners: New Evaluation, Library, and Analysis of Step-by-Step Reasoning with Large Language Models

    2024 · arXiv (Cornell University)

    Generating accurate step-by-step reasoning is essential for Large Language Models (LLMs) to address complex problems and enhance robustness and interpretability. Despite the flux of research on developing advanced reasoning approaches, systematically analyzing the diverse LLMs …