Update results

README.md

@@ -20,7 +20,7 @@ language:
 
 **Frontier-approaching e-commerce intent detection in a 1B model.** Given a live customer conversation, `zeroproof-ecommerce-1b` returns a single JSON object with the customer's payment intent and its structured details. It runs inline on live traffic, at a cost and latency where calling a frontier model is not an option.
 
-On a hard, held-out benchmark it reaches **70 macro-averaged intent-type accuracy, 88% of GPT-5's**, at **$0.18 per 1M output tokens** and about a second per response.
+On a hard, held-out benchmark it reaches **77.5 macro-averaged intent-type accuracy, 96% of GPT-5's**, at **$0.18 per 1M output tokens** and about a second per response.
 
 ## Model Details
 
@@ -106,10 +106,9 @@ Held-out eval of 1,977 conversations, zero train/eval leakage, macro-averaged (e
 
 ![ZeroProof e-commerce intent evaluation: accuracy, per-action accuracy, and cost to serve](1b-v1.png)
 
-- Fine-tuning takes intent-type accuracy from **12 to 70** (macro), landing at **88% of GPT-5's 79.5**.
-- On structured detail extraction it **exceeds the full frontier panel**: 63 against Sonnet 5's 56, Opus 4.8's 53, and GPT-5's 41.
-- On the no-action boundary it errs toward inaction: **4.2%** of true no-action conversations are marked actionable, with remaining errors concentrated in the safe direction (missed actions, not invented ones).
-- No easy rows: every conversation is adversarial (negation, ambiguity) or long. The model holds **65** on the hard slice and **70** on the long slice, where the base scores 18 and 10.
+- Fine-tuning takes intent-type accuracy from **12 to 77.5** (macro), landing at **96% of GPT-5's 80.2**.
+- On structured detail extraction it **exceeds the full frontier panel**: 64 against Sonnet 5's 56, Opus 4.8's 53, and GPT-5's 41.
+- On the no-action boundary it errs toward inaction: **9.2%** of true no-action conversations are marked actionable, with remaining errors concentrated in the safe direction (missed actions, not invented ones).
 
 ## Technical Specifications