Table 6 Assessing the prediction outcomes of the baseline model versus the proposed model. (Incorrect predictions are shown in italics).
From: A multi-level feature enhancement framework for named entity recognition in power system texts
Instance 1 | Tang 110kV #1 main transformer measurement and control device communication failure inspection. |
|---|---|
Correct Label | [Tang]Sub [110kV]VL [#1 main transformer]EN [measurement and control device]DP [communication failure inspection]MS. |
Baseline | [Tang]Sub [110kV]VL [#1 main transformer measurement and control device]EN communication [failure inspection]MS. |
Our Model | [Tang]Sub [110kV]VL [#1 main transformer]EN [measurement and control device]DP [communication failure inspection]MS. |
Instance 2 | Yunzhang second circuit 110kV Chang 04 isolation switch Phase C closing stop contact damage defect handling. |
|---|---|
Correct Label | [Yunzhang second circuit]Line [110kV]VL [Chang]Sub [04 isolation switch]EN Phase C [closing stop contact]DP [damage defect handling]MS. |
Baseline | [Yunzhang second circuit]Sub [110kV]VL Chang [04 isolation switch]EN Phase C [closing]DP stop [contact damage defect handling]MS. |
Our Model | [Yunzhang second circuit]Line [110kV]VL [Chang]Sub [04 isolation switch]EN Phase C [closing stop contact]DP [damage defect handling]MS. |
Instance 3 | Defect elimination task: Eliminate QX23008 Huashan substation 110kV bus coupler Hua 23 circuit breaker operating mechanism energy storage motor damage treatment. |
|---|---|
Correct Label | Defect elimination task: Eliminate QX23008 [Huashan substation]Sub [110kV]VL bus coupler [Hua]Sub [23 circuit breaker]EN [operating mechanism energy storage motor]DP [damage treatment]MS. |
Baseline | Defect elimination task: Eliminate QX[23008]Time [Huashan substation]Sub [110kV]VL [bus coupler Hua]Sub [23 circuit breaker]EN operating mechanism [energy storage motor]DP [damage treatment]MS. |
Our Model | Defect elimination task: Eliminate QX23008 [Huashan substation]Sub [110kV]VL bus coupler [Hua]Sub [23 circuit breaker]EN [operating mechanism energy storage motor]DP [damage treatment]MS. |
