Unverified50% confidenceFactExact time
Diagnostic counterexample feedback provides concrete evidence that directly locates problem boundaries, making it more effective than generic prompts or simply informing the agent that an error exists.
1
Sources
50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
Related Entities
Related Claims
Unverified预标注会引入锚定效应，标注员倾向于接受而非推翻已有预标注结果，即使存在微小错误，低质量预标注会系统性地将判断拉向错误方向70% similarUnverifiedThere is a trade-off between showing the full rejection chain and presenting only the most likely root cause: the full chain is more informative but the report becomes verbose when there are many candidates, while the most likely cause is concise but can mislead users if the judgment is wrong.68% similarUnverifiedAn agent-style iterative error-correction loop that feeds error messages back to the model for self-correction when query execution fails can significantly improve the accuracy of the final results.68% similarUnverified针对特定触发词的后门攻击可让模型在大多数情况下表现正常，仅在遇到特定输入时才输出预设错误信息，使常规评测基准难以捕捉68% similarUnverifiedRebuttal can improve scores but has limited effect; its core value lies in clarifying reviewers' misunderstandings, supplementing experimental data, and resolving reproducibility disagreements.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/897324API
curl https://kongchang.com/api/v1/knowledge/claims/897324MCP
get_claim(id=897324)