In the analysis of top-20 three-action chains, the information-acquisition chain Read->Read->Read (ID 1) accounts for 19.6%/22.2% (Correct/Incorrect, Rank #1) in Retail and 17.1%/14.5% (Rank #2) in Airline, while the repetitive output chain Resp->Resp->Resp (ID 2) accounts for 3.6%/8.2% (Rank #5) in Retail and 9.1%/23.6% (Rank #1) in Airline, showing strong error concentration in ungrounded conversational loops.

In the analysis of top-20 three-action chains, the information-acquisition chain Read->Read->Read (ID 1) accounts for 19.6%/22.2% (Correct/Incorrect, Rank #1) in Retail and 17.1%/14.5% (Rank #2) in Airline, while the repetitive output chain Resp->Resp->Resp (ID 2) accounts for 3.6%/8.2% (Rank #5) in Retail and 9.1%/23.6% (Rank #1) in Airline, showing strong error concentration in ungrounded conversational loops. · CiteArk

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指标与条件	论文报告	最近可用实测	证据判断
group: correct · domain: Retail · pattern: Read->Read->Read · chain_id: 1	19.6 percentage_points	—	尚未评估
group: incorrect · domain: Retail · pattern: Read->Read->Read · chain_id: 1	22.2 percentage_points	—	尚未评估
group: correct · domain: Airline · pattern: Read->Read->Read · chain_id: 1	17.1 percentage_points	—	尚未评估
group: incorrect · domain: Airline · pattern: Read->Read->Read · chain_id: 1	14.5 percentage_points	—	尚未评估
group: correct · domain: Retail · pattern: Resp->Resp->Resp · chain_id: 2	3.6 percentage_points	—	尚未评估
group: incorrect · domain: Retail · pattern: Resp->Resp->Resp · chain_id: 2	8.2 percentage_points	—	尚未评估
group: correct · domain: Airline · pattern: Resp->Resp->Resp · chain_id: 2	9.1 percentage_points	—	尚未评估
group: incorrect · domain: Airline · pattern: Resp->Resp->Resp · chain_id: 2	23.6 percentage_points	—	尚未评估

报告指标与观测值

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测量结果