Unverified50% confidenceOpinionExact time
HORIA's closed loop resembles pseudo-label distillation in self-supervision, and its effectiveness depends on pseudo-label quality; the fidelity of the diffusion prior and the accuracy of the text conditions together determine the upper bound of the final reconstruction.
1
Sources
50%
Confidence
Long-term
Relevance
10/20/2026
First Seen
Sources
Related Entities
Related Claims
Unverified受限解码在保证格式正确性的同时，可能改变模型实际采样分布，导致语义质量的次优选择71% similarUnverifiedOne third of the samples in the benchmark are semantics-preserving rewrites of formal artifacts, with the label still being faithful, to prevent the judge from simply scoring by 'was edited'.71% similarUnverified该基准将语义正确性与输出格式合规性分离开来评分69% similarUnverifiedDeterministic parsing uses rules, regular expressions, template matching or structured-format parsers to extract fields from bills; its advantages are reproducible, auditable results with zero hallucination, and its drawback is fragility when facing documents with variable formats and poor scan quality.68% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1073826API
curl https://kongchang.com/api/v1/knowledge/claims/1073826MCP
get_claim(id=1073826)