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ResearchFormerly WizWand

Implicit Sentiment Analysis on Laptop14 ISA original (test)

88.57AccuracyMT-ISA
35.332449.153762.97576.7963Dec 12, 2024
Updated 8mo ago

Evaluation results

MethodLinks
MT-ISAModel=Flan-T5 XXL (11B), Strategy=Output Strategy (O)2024.1288.57
MT-ISAModel=Flan-T5 XXL (11B), Strategy=Input Strategy (I)2024.1286.29
MT-ISAModel=Flan-T5 Base (250M), Strategy=Input Strategy (I)2024.1280.57
ABSA-ESA*Model=T5-Base (220M)2024.1280
BERT Asp + SCAPT†Model=BERT-Base (110M)2024.1277.59
THORModel=Flan-T5 XXL (11B)2024.1276.57
BERT Asp + CEPT†Model=BERT-Base (110M)2024.1275.86
RGATModel=BERT-Large (340M)2024.1275.43
Direct fine-tuneModel=Flan-T5 XXL (11B)2024.1275.43
MT-ISAModel=Flan-T5 Base (250M), Strategy=Output Strategy (O)2024.1275.43
THORModel=Flan-T5 Base (250M)2024.1274.29
Direct fine-tuneModel=Flan-T5 Base (250M)2024.1273.71
InstructABSAModel=TK-INSTRUCT (200M)2024.1273.71
C³DA+Model=BERT-Base (110M)2024.1273.57
RGATModel=BERT-Base (110M)2024.1272.99
BERT-ADA+Model=BERT-Base (110M)2024.1270.11
BERT-SPC+Model=BERT-Base (110M)2024.1269.54
GPT-4o-miniProtocol=Zero-shot2024.1264.17
GPT-4o-mini + THORProtocol=Zero-shot2024.1237.38