Unverified50% confidenceDecision RuleExact time
The fact-checking step requires that every amount and percentage in each finding be traceable to the fact pack or derivable through one step of arithmetic; findings that fail get one round of repair, and if they fail again they are rejected outright.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedEach gold-standard contradiction is detectable on the basis of its evidence alone (recall 1.000), indicating no information gap at the data level and pointing to the retrieval stage rather than reasoning ability as the source of the problem.74% similarUnverifiedA practical method for determining whether retrieval has failed is to examine the retrieved document chunks in isolation: if a human also cannot find the correct answer within them, the problem lies in retrieval rather than the model.73% similarUnverifiedEvidence recall is the proportion of the source text fragments on which the final answer depends that were actually read in the trajectory, and it can be used to distinguish retrieval failures from transcription failures.71% similarUnverifiedWhen the backend returns a success, the data may not have actually been written to the source of record, so verifying the final state of the source of record is the ultimate basis for confirming whether the operation completed.71% similarUnverifiedAfter receiving a query, the query-driven planner determines what evidence is needed, whether the evidence is already in memory, and if not, which historical frames need to be revisited, outputting an evidence acquisition path rather than an answer.70% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1059172API
curl https://kongchang.com/api/v1/knowledge/claims/1059172MCP
get_claim(id=1059172)