A lightweight comparative analysis of 3 modern Black-Box Hallucination Detection methods for language models, including SAC3, SelfCheckGPT, and Semantic Entropy.
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Updated
Aug 9, 2025 - Python
A lightweight comparative analysis of 3 modern Black-Box Hallucination Detection methods for language models, including SAC3, SelfCheckGPT, and Semantic Entropy.
Reproduction and systematic extension of SelfCheckGPT for hallucination detection in LLMs, including ensemble strategies, cross-lingual evaluation, and grey-box uncertainty analysis.
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