Mohit Singh Chauhan
2 indexed papers
Recent (6 mo)
2With code
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226
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NLP×2AI×1ML×1
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Research Timeline
2026
Functional Entropy: Predicting Functional Correctness in LLM-Generated Code with Uncertainty Quantification
The paper introduces functional entropy, a code-specific uncertainty quantification method, which successfully predicts functional correctness in LLM-generated code by replacing natural language semantic equivalence with functional equivalence assessment.
DECK: A Consistency x Confidence Taxonomy of LLM Hallucinations
The paper introduces the DECK taxonomy, a novel framework that classifies LLM hallucinations not by their content error, but by their detectability signature based on inter-sample consistency and token-level confidence.
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Papers
cs.CLRecentJun 1, 2026
DECK: A Consistency x Confidence Taxonomy of LLM Hallucinations
The paper introduces the DECK taxonomy, a novel framework that classifies LLM hallucinations not by their content error, but by their detectability signature based on inter-sample consistency and toke…
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cs.CLcs.AIcs.LGRecentMay 27, 2026