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How to overcome the formatting errors that large models are prone to in legal writing?

2025-08-28 1.5 K

Solutions for standardizing the format of legal instruments

WritingBench solves the challenge of standardizing the format of legal documents in the following ways:

  • Structured training:: Selection of tasks such as contract clauses, indictments, etc. under the category "Legal", which on average contain 5-7 standardized format modules
  • Specialized Judging Models: The downloadable Qwen-7B judging model has been pre-trained to recognize elements such as numbering systems, citation formats, etc., specific to legal instruments.
  • Dynamic detection mechanisms: Modify format scoring weights in criter.py (default accounts for 20%) to focus on checking:
    1. Article numbering continuity
    2. Arrangement of party information
    3. Space reserved for signature area
  • Remediation program: Based on the formatting deductions in scores.jsonl, add the corresponding formatting instruction template to prompt.py

Implementation point: It is recommended to run short text tasks (e.g., legal statements) under the benchmark_query/requirement/length category before gradually expanding to full instrument writing.

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