[KongchangAI]
Unverified50% confidenceFactExact time

The v6 dataset was rebuilt around v1's failure modes, including refusal rows, anti-hallucination pairs, calibration examples, and tool trajectories; v2 achieved 9/10 domain tasks, 5/5 honesty, 5/5 refusal capability, and 0/10 hallucination rate on the same evaluation harness, with data composition as the only variable.

1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/12/2026
First Seen
Valid until: 1/10/2027

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