Unverified50% confidenceSolutionExact time
Consolidating 13 classes into 10 (merging the classes most confused by the model) improved the average OA by 8.4 percentage points.
1
Sources
50%
Confidence
Long-term
Relevance
10/8/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe --sref weight value has a maximum of 10; in this case it is set to 7, and the higher the value, the closer the generated result is to the reference style.69% similarUnverifiedThe 7 models that passed the surrogate test had a change rate of 15.9%, while the 6 models that did not pass had a rate as high as 25.8%, indicating that better-performing models are less susceptible to interference but still more so than the effect of prompt modification.65% similarUnverifiedAt 64× compression, AdaMem's average relative gain expands to 14.6%, with a maximum improvement of 9.8 percentage points (19.7%) on the PopQA dataset.64% similarUnverifiedIn the demo, approximately 10 out of 11 measures were successfully converted and approved, with only 1 unsupported, resulting in an automation rate of approximately 90%61% similarUnverifiedAt 10 days, lawyers with the AI tool showed a drafting score improvement of 0.34 standard deviations (approximately a 10-percentile increase), and at 90 days the improvement expanded to 0.38 standard deviations (approximately 11 percentiles).60% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/986745API
curl https://kongchang.com/api/v1/knowledge/claims/986745MCP
get_claim(id=986745)