Prove the lift · AI model performance evaluation
gpt-4-turbo vs claude-sonnet-4-6
+7-point lift for gpt-4-turbo on financial-doc-extract
Test summary
This benchmark evaluates gpt-4-turbo against claude-sonnet-4-6 on the financial-doc-extract v3 dataset (5 rows), scored by an LLM-as-judge (claude-haiku-4-5). gpt-4-turbo reached a 44% pass rate versus 37% for claude-sonnet-4-6 — a +7-point lift.
- Base model
- claude-sonnet-4-6
- via anthropic · 37% pass rate
- Refined model
- gpt-4-turbo
- via openai · 44% pass rate · 1.0s p95
Base pass rate
37%
Refined pass rate
44%
Refined p95
1.0s
Est. tokens saved
9.2K
+0pts
refined beats base on 5 rows
0%
Base model0%
Invoked-refined▲0 improved▼0 regressed●5 unchanged
Per-row results
1Extract net revenue and YoY change from an earnings PDF100% → 100%0
2Determine the reporting period from a 10-Q header0% → 0%0
3Pull the diluted EPS from an income statement0% → 0%0
4Identify a going-concern note in the footnotes0% → 0%0
5Extract total debt from a balance sheet0% → 0%0
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