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Models/MvP

MvP

Reported on 35 benchmarks across 7 tasks · 2 papers · 10 SOTA

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

Natural Language Processing20 results

Sentiment AnalysisonTASD
F1 (R16)· 2023-05-22
72.76
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1 (R16)· 2023-05-22
73.48
best: 76.19 (ASTE-Transformer)
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonACOS
F1 (Laptop)· 2023-05-22
43.92
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonACOS
F1 (Restaurant)· 2023-05-22
61.54
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASQP
F1 (R16)· 2023-05-22
60.39
best: 60.88 (AugABSA)
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onTASD
F1 (R16)· 2023-05-22
72.76
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1 (R16)· 2023-05-22
73.48
best: 76.19 (ASTE-Transformer)
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onACOS
F1 (Laptop)· 2023-05-22
43.92
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onACOS
F1 (Restaurant)· 2023-05-22
61.54
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASQP
F1 (R16)· 2023-05-22
60.39
best: 60.88 (AugABSA)
SOTA
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonTASD
F1 (R15)· 2023-05-22
64.53
best: 64.74 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1 (L14)· 2023-05-22
63.33
best: 65.3 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1 (R15)· 2023-05-22
65.89
best: 72.1 (ASTE-Transformer)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASTE
F1(R14)· 2023-05-22
74.05
best: 76.3 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Sentiment AnalysisonASQP
F1 (R15)· 2023-05-22
51.04
best: 52.21 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onTASD
F1 (R15)· 2023-05-22
64.53
best: 64.74 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1 (L14)· 2023-05-22
63.33
best: 65.3 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1 (R15)· 2023-05-22
65.89
best: 72.1 (ASTE-Transformer)
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASTE
F1(R14)· 2023-05-22
74.05
best: 76.3 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627
Aspect-Based Sentiment Analysis (ABSA)onASQP
F1 (R15)· 2023-05-22
51.04
best: 52.21 (MvP (multi-task))
MvP: Multi-view Prompting Improves Aspect Sentiment Tuple Prediction arXiv:2305.12627

Computer Vision9 results

3D Human Pose EstimationonPanoptic
Average MPJPE (mm)· uses extra data· 2021-11-07
15.8
best: 135.4 (BMP)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
3D Human Pose EstimationonShelf
PCP3D· 2021-11-07
97.4
best: 100 (RapidPoseTriangulation (with corrected labels))
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
3D Human Pose EstimationonCampus
PCP3D· 2021-11-07
96.6
best: 97.4 (TesseTrack)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
Pose EstimationonPanoptic
Average MPJPE (mm)· uses extra data· 2021-11-07
15.8
best: 135.4 (BMP)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
Pose EstimationonShelf
PCP3D· 2021-11-07
97.4
best: 100 (RapidPoseTriangulation (with corrected labels))
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
Pose EstimationonCampus
PCP3D· 2021-11-07
96.6
best: 97.4 (TesseTrack)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
3D Multi-Person Pose EstimationonPanoptic
Average MPJPE (mm)· uses extra data· 2021-11-07
15.8
best: 135.4 (BMP)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
3D Multi-Person Pose EstimationonShelf
PCP3D· 2021-11-07
97.4
best: 100 (RapidPoseTriangulation (with corrected labels))
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
3D Multi-Person Pose EstimationonCampus
PCP3D· 2021-11-07
96.6
best: 97.4 (TesseTrack)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076

Methodology3 results

3DonPanoptic
Average MPJPE (mm)· uses extra data· 2021-11-07
15.8
best: 135.4 (BMP)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
3DonShelf
PCP3D· 2021-11-07
97.4
best: 100 (RapidPoseTriangulation (with corrected labels))
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
3DonCampus
PCP3D· 2021-11-07
96.6
best: 97.4 (TesseTrack)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076

Audio3 results

1 Image, 2*2 StitchionPanoptic
Average MPJPE (mm)· uses extra data· 2021-11-07
15.8
best: 135.4 (BMP)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
1 Image, 2*2 StitchionShelf
PCP3D· 2021-11-07
97.4
best: 100 (RapidPoseTriangulation (with corrected labels))
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076
1 Image, 2*2 StitchionCampus
PCP3D· 2021-11-07
96.6
best: 97.4 (TesseTrack)
Direct Multi-view Multi-person 3D Pose Estimation arXiv:2111.04076