Unverified50% confidenceBenchmarkExact time
In the author's published 25-question small-sample evaluation, ZY-S1's EM on DROP stayed unchanged at 4 compared with the base model, while F1 improved from 18.24 to 19.76.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/13/2026
First Seen
Valid until: 10/27/2026
Sources
Related Entities
Related Claims
UnverifiedIn the BioPhys-Bridge evaluation, Qwen3.7-Max's evidence ID F1 score is 0.316.64% similarUnverifiedScores across 19 models ranged from 0.55 to 1.00, with Qwen 3 235B A22B Instruct ranking first at 1.00.64% similarUnverifiedGVD achieves an F1 score of 0.97 for version family construction and an F1 score of 0.94 for rule-level consistency.62% similarUnverifiedWhen no article is provided at all, Fiorillo v0.5's macro-F1 drops sharply to 0.4384, indicating that the model relies on the body text.62% similarUnverifiedIn the multi-channel forging process case study, ES-CP achieved a macro F1 score of 0.8262% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1014225API
curl https://kongchang.com/api/v1/knowledge/claims/1014225MCP
get_claim(id=1014225)