Unverified50% confidenceCautionExact time
Analyzer mismatch (query and documents using different tokenizers) is the classic bug that causes zero hits.
1
Sources
50%
Confidence
Long-term
Relevance
10/20/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe same type of error may correspond to completely different causes: unclear instructions and retrieval that fails to cover key documents both manifest as "answering the wrong question"; lacking real-time values and lacking private knowledge both manifest as "fabricating content"; insufficient base model capability and noisy training data labels may also produce seemingly similar errors.68% similarUnverifiedDetecting semantic contradictions is far more difficult than finding duplicate pages.67% similarUnverifiedWhen data quality is uneven, universal access to queries can easily lead to incorrect conclusions, and the accuracy of natural language translation still has limitations in complex business scenarios.67% similarUnverifiedBad answers blamed on the model being inadequate mostly trace back to the documents themselves after investigation: outdated versions, duplicated content, and multiple files conflicting with each other.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1072982API
curl https://kongchang.com/api/v1/knowledge/claims/1072982MCP
get_claim(id=1072982)