Unverified50% confidenceBenchmarkExact time
On the full validation set, EMBER achieves 73.5% accuracy and ORBIT 71.2%, while the majority-class baseline is only 51.5%.
1
Sources
50%
Confidence
Long-term
Relevance
10/27/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedFor the 7B model, accuracy with the solver was 75.31% versus 72.02% for direct calculation, a paired improvement of +3.29 percentage points, with a 95% cluster interval of [-3.49, 10.38] crossing zero, making the advantage non-significant.76% similarUnverifiedWhen large models answer directly, their pass rate on implicit scoring criteria is only 67%, while their pass rate on explicit criteria reaches 81%.75% similarUnverifiedAt the mention level, the model achieved an overall precision of 74.1% and a recall of 70.5%.75% similarUnverifiedEvidence-driven pre-improvement validation improved precision from 58.6% to 72.3%, and reduced unsupported objectives per round from 1.93 to 0.50.72% similarUnverifiedUnder the leave-one-author-out cross-validation setting, the strongest model achieved an accuracy of 81.42%.72% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1102187API
curl https://kongchang.com/api/v1/knowledge/claims/1102187MCP
get_claim(id=1102187)