Table 3 Experimental results on the laptop dataset.

From: Graph-enhanced implicit aspect-level sentiment analysis based on multi-prompt fusion

 

Methods

Precision (%)

Recall (%)

F1 (%)

Extractive methods

DP-ACOS

13.0

5.70

8.0

Extract-Classify-ACOS

45.56

29.48

35.80

SGTS

41.40

32.30

36.30

Generative

Paraphrase

N/A

N/A

43.51

Seq2Path

N/A

N/A

42.97

Special_Symbols+ UAUL

44.38

\(\underline{43.65}\)

\(\underline{44.01}\)

DLO + UAUL

43.78

43.53

43.65

ILO + UAUL

43.92

43.46

43.69

BART-CRN

48.16

31.83

38.32

The approach in this paper

\(\underline{46.12}\)

44.84(\(\uparrow\) 1.19 )

45.47(\(\uparrow\) 1.37 )

  1. Significant values are in bold and underlined.