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Models/MvP (multi-task)

MvP (multi-task)

Reported on 16 benchmarks across 2 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing16 results

Sentiment AnalysisonTASD
F1 (R15)· uses extra data· 2023-05-22
64.74
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1 (L14)· uses extra data· 2023-05-22
65.3
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1 (R15)· uses extra data· 2023-05-22
69.44
best: 72.1 (ASTE-Transformer)
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1(R14)· uses extra data· 2023-05-22
76.3
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASQP
F1 (R15)· uses extra data· 2023-05-22
52.21
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onTASD
F1 (R15)· uses extra data· 2023-05-22
64.74
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1 (L14)· uses extra data· 2023-05-22
65.3
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1 (R15)· uses extra data· 2023-05-22
69.44
best: 72.1 (ASTE-Transformer)
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1(R14)· uses extra data· 2023-05-22
76.3
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASQP
F1 (R15)· uses extra data· 2023-05-22
52.21
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonTASD
F1 (R16)· uses extra data· 2023-05-22
70.18
best: 72.76 (MvP)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1 (R16)· uses extra data· 2023-05-22
73.1
best: 76.19 (ASTE-Transformer)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASQP
F1 (R16)· uses extra data· 2023-05-22
58.94
best: 60.88 (AugABSA)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onTASD
F1 (R16)· uses extra data· 2023-05-22
70.18
best: 72.76 (MvP)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1 (R16)· uses extra data· 2023-05-22
73.1
best: 76.19 (ASTE-Transformer)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASQP
F1 (R16)· uses extra data· 2023-05-22
58.94
best: 60.88 (AugABSA)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627