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Multi-modal Relation Extraction on MNRE (test)

84.64F1 Score

Cross-Modal Retrieval and Synthesis

Updated 1mo ago

Evaluation Results

Method
Cross-Modal Retrieval and Synthesis 2023.05	84.64	93.54	85.03	84.25
DGF-PT 2023.06	84.47	84.25	84.35	83.83
MRE-ISE 2023.05	84.03	94.06	84.69	83.38
MRE-ISE 2023.05	83.78	93.97	84.38	83.2
MRE-ISE 2023.05	83.6	93.63	84.03	83.18
Cross-Modal Retrieval and Synthesis 2023.05	83.29	92.83	83.44	83.15
MRE-ISE 2023.05	83.23	93.05	83.95	82.53
Cross-Modal Retrieval and Synthesis 2023.05	83.2	92.72	82.78	83.63
Cross-Modal Retrieval and Synthesis 2023.05	83.12	92.75	82.81	83.44
MRE-ISE 2023.05	83.09	93.12	83.51	82.67
Cross-Modal Retrieval and Synthesis 2023.05	83.05	92.68	83.4	82.71
MRE-ISE 2023.05	82.97	93.64	83.61	82.34
Cross-Modal Retrieval and Synthesis 2023.05	82.69	92.37	83.02	82.36
MRE-ISE 2023.05	82.12	92.42	82.41	81.83
MRE-ISE 2023.05	82.09	92.86	82.97	81.22
DGF-PT 2023.06	82.09	82.03	81.23	82.48
MKGformer 2023.05	81.95	92.31	82.67	81.25
HVPNet 2023.05	81.85	83.64	80.78	-
HVPnet 2023.05	81.85	92.52	82.64	80.78
HVPNet 2023.06	81.85	-	83.64	80.78
Iformer 2023.05	81.67	92.38	82.59	80.78
DGF-PT 2023.06	79.24	79.82	79.72	78.63
MoRe_MoE 2022.12	68.6	-	-	-
MoRe_Image 2022.12	67.24	-	-	-
ITA 2022.12	66.89	-	-	-
MoRe_Text 2022.12	66.62	-	-	-
Zheng et al. (2021a) 2022.12	66.41	-	-	-
MEGA 2023.05	66.41	76.15	64.51	68.44
MEGA 2023.05	66.41	80.05	64.51	68.44
MEGA 2023.06	66.41	76.15	64.51	68.44
MoRe 2023.05	66.27	79.87	65.25	67.32
RDS 2023.05	66.14	-	66.83	65.47
Ours: Baseline 2022.12	65.77	-	-	-
Zheng et al. (2021b) 2022.12	65.56	-	-	-
UMGF 2023.05	65.29	79.27	64.38	66.23
BERT+SG+Att. 2023.06	63.64	74.59	60.97	66.56
UMT 2023.05	63.46	77.84	62.93	63.88
ViLBERT 2023.05	63.16	-	64.5	61.86
BERT+SG 2023.05	62.8	74.09	62.95	62.65
BSG 2023.05	62.8	77.15	62.95	62.65
BERT+SG 2023.06	62.8	74.09	62.95	62.65
BERT(Text+Image) 2023.05	61.25	74.59	63.07	59.53
DP-GCN 2023.05	61.11	74.6	64.04	58.44
MTB 2023.06	60.96	72.73	64.46	57.81
MTB 2023.05	60.86	72.73	64.46	57.81
MTB 2023.05	60.86	75.69	64.46	57.81
BERT 2023.05	59.55	-	63.85	55.79
BERT 2023.05	59.4	74.42	58.58	60.25
VisualBERT 2023.05	58.3	-	57.15	59.48
VBERT 2023.05	58.3	73.97	57.15	59.48
VisualBERT 2023.06	58.3	-	57.15	59.45
PCNN 2023.05	55.49	72.67	62.85	49.69
PCNN 2023.05	55.49	73.15	62.85	49.69
PCNN 2023.06	55.49	72.67	62.85	49.69
Glove+CNN 2023.06	51.39	70.32	57.81	46.25
REAMO 2024.06	24.6	-	-	-
MiniGPT-v2 2024.06	22.4	-	-	-
InstructBLIP+SEEM 2024.06	17	-	-	-
LLaVA+SEEM 2024.06	15.4	-	-	-