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Multimodal Named Entity Recognition on Twitter-GMNER

91.89F1 Score

PLIM Mix

Updated 4d ago

Evaluation Results

Method
PLIM Mix 2024.06	91.89	91.12	92.67
PLIM ChatGPT 2024.06	91.43	90.86	92.01
PLIM LlaMA2-13B 2024.06	90.84	89.57	92.15
PLIM LlaMA2-7B 2024.06	90.66	90.12	91.19
PLIM Vicuna-7B 2024.06	90.3	89.35	91.27
PLIM Vicuna-13B 2024.06	90.2	90.16	90.23
MoRewiki-Image 2024.06	89.82	-	-
ITA 2024.06	89.75	-	-
PLIM Mix 2024.06	89.71	89.24	90.19
PLIM ChatGPT 2024.06	89.58	89.09	90.08
MoRewiki-Text 2024.06	89.5	-	-
XLMRlarge-CRF 2024.06	89.34	88.46	90.23
PLIM LlaMA2-7B 2024.06	88.04	87.27	88.82
PLIM Vicuna-7B 2024.06	87.8	88.26	87.34
PLIM Vicuna-13B 2024.06	87.46	87.11	87.82
PLIM LlaMA2-13B 2024.06	87.31	86.74	87.89
R-GCN 2024.06	87.11	86.72	87.53
MoRewiki-Text 2024.06	86.34	85.92	86.75
CAT-MNER 2024.06	85.99	87.04	84.97
RiVEG 2024.06	85.94	85.71	86.16
MoRewiki-Image 2024.06	85.94	85.49	86.38
RiVEG 2024.02	85.94	85.71	86.16
ITA 2024.06	85.72	-	-
UMGF 2024.06	85.51	86.54	84.5
UMT 2024.06	85.31	85.28	85.34
BERTbase-CRF 2024.06	84.96	86.1	83.85
RiVEG 2024.06	84.51	84.8	84.23
RiVEG 2024.02	84.51	84.8	84.23
RiVEG 2024.06	84.19	83.02	85.4
RiVEG 2024.02	84.19	83.02	85.4
RiVEG 2024.06	82.89	83.12	82.66
RiVEG 2024.02	82.89	83.12	82.66
Qwen2.5VL-7B + MRSI + CVO 2026.02	82.8	82.6	82.9
MimoVL-7B + MRSI + CVO 2026.02	82.3	82.2	82.5
Qwen2.5VL-7B 2026.02	82.2	83	81.3
Qwen2.5VL-7B + MRSI 2026.02	81.8	82.4	81.2
UnCo 2026.02	81.7	-	-
MimoVL-7B + MRSI 2026.02	81.1	81.5	80.8
BARTMNER-VinVL-EVG 2026.02	80.4	80.7	80.1
MQSPN 2026.02	80.4	81.2	79.7
BARTMNER-VinVL-EVG 2024.06	80.39	80.65	80.14
BARTMNER-VinVL-EVG 2024.02	80.39	80.65	80.14
TIGER 2026.02	80.3	79.9	80.1
BARTNER-None 2024.02	79.83	79.67	79.98
MimoVL-7B 2026.02	79.8	81.7	78
H-Index 2024.06	79.73	79.37	80.1
H-Index 2024.02	79.73	79.37	80.1
H-Index 2026.02	79.7	79.4	80.1
PLIM Mix 2024.06	79.44	79.1	79.78
ITA-VinVL-EVG 2026.02	79.4	80.4	78.4
ITA-VinVL-EVG 2024.06	79.37	80.4	78.37
ITA-VinVL-EVG 2024.02	79.37	80.4	78.37
PLIM ChatGPT 2024.06	79.33	79.21	79.45
PLIM LlaMA2-13B 2024.06	79.1	78.37	79.86
PLIM LlaMA2-7B 2024.06	78.86	78.16	79.57
UMGF-VinVL-EVG 2024.06	78.83	79.02	78.64
UMGF-VinVL-EVG 2024.02	78.83	79.02	78.64
PLIM Vicuna-13B 2024.06	78.69	78.46	78.92
UMT-RCNN-EVG 2024.06	78.58	77.89	79.28
UMT-VinVL-EVG 2024.06	78.58	77.89	79.28
UMT-RCNN-EVG 2024.02	78.58	77.89	79.28
UMT-VinVL-EVG 2024.02	78.58	77.89	79.28
MNER-QG 2026.02	78.4	78.2	78.6
PLIM Vicuna-7B 2024.06	78.17	76.97	79.42
MoRewiki-Image 2024.06	78.13	-	-
ITA 2024.06	78.03	-	-
BERT-CRF-None 2024.02	77.93	77.23	78.64
MoRewiki-Text 2024.06	77.91	-	-
XLMRlarge-CRF 2024.06	77.32	76.45	78.22
BERT-None 2024.02	77.3	77.26	77.41
PLIM Mix 2024.06	76.97	75.92	78.04
PLIM ChatGPT 2024.06	76.79	75.84	77.76
GVATT-RCNN-EVG 2024.02	76.26	78.21	74.39
PLIM Vicuna-7B 2024.06	76.18	74.7	77.72
PLIM LlaMA2-13B 2024.06	76.08	74.75	77.45
PLIM Vicuna-13B 2024.06	75.86	74.95	76.8
PLIM LlaMA2-7B 2024.06	75.69	74.87	76.53
ITA 2024.06	75.6	-	-
HBILSTM-CRF-None 2024.02	75.58	78.8	72.61
CAT-MNER 2024.06	75.41	76.19	74.65
R-GCN 2024.06	75	73.95	76.18
UMGF 2024.06	74.85	74.49	75.21
BERTbase-CRF 2024.06	74.71	75.56	73.88
MoRewiki-Image 2024.06	73.89	73.16	74.64
MoRewiki-Text 2024.06	73.86	73.31	74.43
UMT 2024.06	73.41	71.67	75.23
Qwen2.5VL-7B + MRSI + CVO 2026.02	70.6	70.5	70.8
MimoVL-7B + MRSI + CVO 2026.02	69.6	69.4	69.7
Qwen2.5VL-7B + MRSI 2026.02	68.6	69.1	68.1
SCANNER 2026.02	68.5	68.3	68.7
MimoVL-7B + MRSI 2026.02	65.8	66.1	65.5
UnCo 2026.02	64.6	-	-
Qwen2.5VL-7B 2026.02	62.7	63.3	62
MimoVL-7B 2026.02	62	63.5	60.6
GLM4.5VL 2026.02	59.7	53.1	68.3
GLM4.5VL 2026.02	59.3	53.7	66.1
MQSPN 2026.02	58.8	59	58.5
Qwen2.5VL-72B 2026.02	57.6	47	74.4
ReFineG 2026.02	57	54.1	60.2
TIGER 2026.02	56.6	55.8	57.5

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