Unverified50% confidenceFactExact time
In the Yelp review task, the binary labels come from star-rating thresholds, but the question asks 'based solely on the review text, is the reviewer clearly positive overall'; the two do not necessarily express the same judgment, causing the model to receive contradictory supervision signals.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedSome commenters point out that rather than having the reviewer reason through the logic line by line, it is better to let test coverage take on correctness verification, with review focusing on places the tests do not cover.65% similarUnverifiedScoring combines query similarity with valence for ranking, down-weighting negative notes and up-weighting positive notes.65% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1064015API
curl https://kongchang.com/api/v1/knowledge/claims/1064015MCP
get_claim(id=1064015)