Prove the lift · AI model performance evaluation
gpt-4-turbo vs gpt-4o
+22-point lift for gpt-4-turbo on contract-clause-qa
Test summary
This benchmark evaluates gpt-4-turbo against gpt-4o on the contract-clause-qa v1 dataset (5 rows), scored by an LLM-as-judge (llama-3.1-8b, run locally). gpt-4-turbo reached a 54% pass rate versus 32% for gpt-4o — a +22-point lift.
- Base model
- gpt-4o
- via openai · 32% pass rate
- Refined model
- gpt-4-turbo
- via openai · 54% pass rate · 3.2s p95
Base pass rate
32%
Refined pass rate
54%
Refined p95
3.2s
Est. tokens saved
3.7K
+0pts
refined beats base on 5 rows
0%
Base model0%
Invoked-refined▲1 improved▼0 regressed●4 unchanged
Per-row results
1Identify the governing-law clause and jurisdiction100% → 100%0
2Find the liability cap and its exceptions100% → 100%0
3Extract the auto-renewal notice window in days0% → 0%0
4Determine indemnification scope and carve-outs100% → 100%0
5Locate the termination-for-convenience terms0% → 100%+100
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