business need
Legal teams need to quickly compare liability clauses, indemnity limits and other key elements in hundreds of contracts, which is inefficient to do manually. Intelligent workflow through Rowfill can improve processing speed by more than 10 times.
Implementation steps
- Template Configuration:
- Creation of structured templates for "contract elements" (defining fields such as liability terms, contracting parties, etc.)
- Train local LLMs to recognize special clause formulations (at least 50 samples need to be prepared)
- Comparison rules:
- Setting of discrepancy thresholds (e.g., automatic warning if the discrepancy in the amount of compensation exceeds 101 TP3T)
- Creating a clause similarity algorithm (comparing texts using cosine similarity)
Automation Enhancement
Recommended Configuration:
- Add "Version Tracker" node to automatically record contract revision history
- Interface with electronic signature systems (development of customized API connectors required)
Effectiveness Verification
Suggested phased implementation: 1) Test the recall rate with 50 contracts first 2) Adjust the LLM's temperature parameter to control the recognition rigor 3) Eventually deploy to production environments
This answer comes from the articleRowfill: Batch Extraction of Structured Information from Documents and Automated AnalysisThe































