An ensemble of BERT, cosine similarity, NLI, and LLM judgment with a meta-classifier detects distorted simplifications, while an LLM post-editor trades simplicity for faithfulness.
Ermakova, et al., Overview of clef 2025 simpletext track: Simplify scientific texts (and nothing more), in: J
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Hallucination Detection and Mitigation in Scientific Text Simplification using Ensemble Approaches: DS@GT at CLEF 2025 SimpleText
An ensemble of BERT, cosine similarity, NLI, and LLM judgment with a meta-classifier detects distorted simplifications, while an LLM post-editor trades simplicity for faithfulness.