[KongchangAI]
Unverified50% confidenceBenchmarkExact time

On the frozen test set, the delivered system (LoRA + rules) caught 73 (recall 0.86), with 11 confident errors, 1 "not sure", and 0 false positives, outperforming the keyword baseline, LoRA-only fine-tuning, and zero-shot Qwen3.5-4B.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/18/2026
First Seen
Valid until: 1/16/2027

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