mlsanityData to 7 Oct 2026

LexFlip: A Dissociation Diagnostic for Legal Meaning Preservation Metrics

arXiv 2609.05296 ↗First posted 4 Sep 2026cs.CL cs.LGcited by 0

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Abstract (arXiv)

Does a simplified legal clause still say what the original said? The checks in current use cannot establish that it does: requiring an identical pair to score highest and an unrelated pair lowest moves lexical overlap and legal force together, so any monotone function of token overlap satisfies both. Our remedy is a dissociation, an item holding surface form fixed while legal force moves. We release LexFlip, 373 minimal perturbations of Quebec statutory French that reverse legal force while preserving 0.93 of the tokens, with a harness scoring metrics, regressors and prompted judges alike. The seven embedding and BERTScore metrics we test spend only 0.022 to 0.039 of their identical-to-unrelated range on such an edit, against 0.670 for bidirectional NLI, the one family the identical-pair check would disqualify. On FrJudge, against a measured human ceiling of r=0.597, a bare length feature outscores every semantic metric and has the lowest margin we measure.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 11 of its 16 references that are in the map. First posted on arXiv 4 Sep 2026.

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References · 11

  1. 2019BERTScore: Evaluating Text Generation with BERTcited by 5,462
  2. 2024Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Toolscited by 170
  3. 2025Measuring what Matters: Construct Validity in Large Language Model Benchmarkscited by 102
  4. 2018BLEU is Not Suitable for the Evaluation of Text Simplificationcited by 78
  5. 2021A Statistical Analysis of Summarization Evaluation Metrics using Resampling Methodscited by 71
  6. 2022MENLI: Robust Evaluation Metrics from Natural Language Inferencecited by 18
  7. 2026Beyond Consensus: Perspectivist Modeling and Evaluation of Annotator Disagreement in NLPcited by 10
  8. 2024Leaving the barn door open for Clever Hans: Simple features predict LLM benchmark answerscited by 9
  9. 2025LeMAJ (Legal LLM-as-a-Judge): Bridging Legal Reasoning and LLM Evaluationcited by 9
  10. 2026Compared to What? Baselines and Metrics for Counterfactual Promptingcited by 4
  11. 2025Stress Testing Factual Consistency Metrics for Long-Document Summarizationcited by 2

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