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Multimodal Aspect Sentiment Classification on TWITTER 2017

76.8F1 ScoreWisDoM
60.57664.7886973.212Apr 17, 2022Nov 30, 2022Jul 16, 2023Feb 28, 2024Oct 13, 2024May 28, 2025Jan 11, 2026

Evaluation results

MethodLinks
WisDoMCategory=Non-prompt-based2026.0176.877.6
LRSACategory=Non-prompt-based2026.0173.274.2
OursCategory=Prompt-based, Approach=Syntactic-aware generative framework2026.0172.673
VLP-MABSA2022.0471.873.8
VLP-MABSACategory=Non-prompt-based2026.0171.873.8
BIPFCategory=Prompt-based2026.0170.471.1
CapTrBERT2022.0470.272.3
CoolNetCategory=Non-prompt-based2026.0169.671.6
GLFFCACategory=Non-prompt-based2026.0169.571.2
Flan-T5-VACategory=Prompt-based2026.0168.6—
TomBERT2022.046870.5
SaliencyBERTCategory=Non-prompt-based2026.0167.269.7
MPFITCategory=Prompt-based2026.0166.769
MultiPointCategory=Prompt-based, Few-shot designed=true2026.0161.261.9