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ResearchFormerly WizWand

Implicit Sentiment Analysis on Restaurant14 ISA original (test)

84.27AccuracyMT-ISA
44.54254.85665.1775.484Dec 12, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MT-ISAModel=Flan-T5 XXL (11B), Strategy=Output Strategy (O)2024.1284.27
MT-ISAModel=Flan-T5 XXL (11B), Strategy=Input Strategy (I)2024.1281.27
Direct fine-tuneModel=Flan-T5 XXL (11B)2024.1275.28
THORModel=Flan-T5 XXL (11B)2024.1273.03
BERT Asp + SCAPT†Model=BERT-Base (110M)2024.1272.28
ABSA-ESA*Model=T5-Base (220M)2024.1270.78
MT-ISAModel=Flan-T5 Base (250M), Strategy=Input Strategy (I)2024.1270.41
THORModel=Flan-T5 Base (250M)2024.1268.54
RGATModel=BERT-Large (340M)2024.1268.05
RGATModel=BERT-Base (110M)2024.1267.79
BERT Asp + CEPT†Model=BERT-Base (110M)2024.1267.79
MT-ISAModel=Flan-T5 Base (250M), Strategy=Output Strategy (O)2024.1266.29
BERT-ADA+Model=BERT-Base (110M)2024.1265.92
BERT-SPC+Model=BERT-Base (110M)2024.1265.54
C³DA+Model=BERT-Base (110M)2024.1265.54
Direct fine-tuneModel=Flan-T5 Base (250M)2024.1265.17
GPT-4o-miniProtocol=Zero-shot2024.1261.45
InstructABSAModel=TK-INSTRUCT (200M)2024.1247.19
GPT-4o-mini + THORProtocol=Zero-shot2024.1246.07