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Grounded Multimodal Named Entity Recognition on Twitter-GMNER

73.4F1 Score

Qwen2.5VL-7B + MRSI + CVO

Updated 4d ago

Evaluation Results

Method
Qwen2.5VL-7B + MRSI + CVO 2026.02	73.4	73.2	73.5
MimoVL-7B + MRSI + CVO 2026.02	72.9	72.8	73.1
Qwen2.5VL-7B + MRSI 2026.02	71.5	72.1	71
RiVEG 2024.06	70.01	69.97	70.06
RiVEG 2024.02	70.01	69.97	70.06
UnCo 2026.02	69.6	-	-
MimoVL-7B + MRSI 2026.02	69.5	69.8	69.2
RiVEG 2024.06	69.18	68.21	70.18
RiVEG 2024.02	69.18	68.21	70.18
RiVEG 2024.06	68.79	67.97	69.63
RiVEG 2024.02	68.79	67.97	69.63
RiVEG 2024.06	67.06	67.02	67.1
RiVEG 2024.02	67.06	67.02	67.1
RiVEG 2024.06	66.92	67.16	66.68
RiVEG 2024.02	66.92	67.16	66.68
RiVEG 2024.06	66.02	65.1	66.96
RiVEG 2024.02	66.02	65.1	66.96
RiVEG 2024.06	65.88	65.09	66.68
RiVEG 2024.02	65.88	65.09	66.68
MimoVL-7B 2026.02	65.4	67	63.9
Qwen2.5VL-7B 2026.02	65.1	65.8	64.4
RiVEG 2024.06	63.8	64.03	63.57
RiVEG 2024.02	63.8	64.03	63.57
MQSPN 2026.02	62.4	61.9	62.9
TIGER 2026.02	61.3	60.7	61.8
H-Index 2026.02	61.2	60.9	61.5
H-Index 2024.06	61.18	60.9	61.46
H-Index 2024.02	61.18	60.9	61.46
MNER-QG 2026.02	57.5	58.5	56.6
H-Index 2024.06	56.41	56.16	56.67
H-Index 2024.02	56.41	56.16	56.67
UMGF-VinVL-EVG 2024.06	55.74	55.68	55.8
UMGF-VinVL-EVG 2024.02	55.74	55.68	55.8
ITA-VinVL-EVG 2026.02	55.7	56.6	54.8
BARTMNER-VinVL-EVG 2026.02	55.7	55.7	55.6
ITA-VinVL-EVG 2024.06	55.69	56.57	54.84
ITA-VinVL-EVG 2024.02	55.69	56.57	54.84
BARTMNER-VinVL-EVG 2024.06	55.66	55.68	55.63
BARTMNER-VinVL-EVG 2024.02	55.66	55.68	55.63
UMT-VinVL-EVG 2024.06	55.6	54.35	56.91
UMT-VinVL-EVG 2024.02	55.6	54.35	56.91
UMT-RCNN-EVG 2024.06	54.78	53.55	56.08
UMT-RCNN-EVG 2024.02	54.78	53.55	56.08
GVATT-RCNN-EVG 2024.02	53.32	54.19	52.48
GLM4.5VL 2026.02	53.1	47.2	60.7
BARTMNER-VinVL-EVG 2024.06	52.45	52.43	52.47
BARTMNER-VinVL-EVG 2024.02	52.45	52.47	52.43
UMGF-VinVL-EVG 2024.06	51.67	51.62	51.72
UMGF-VinVL-EVG 2024.02	51.67	51.62	51.72
ITA-VinVL-EVG 2024.06	51.56	52.37	50.77
ITA-VinVL-EVG 2024.02	51.56	52.37	50.77
UMT-VinVL-EVG 2024.06	51.31	50.15	52.52
UMT-VinVL-EVG 2024.02	51.31	50.15	52.52
UMT-RCNN-EVG 2024.06	50.29	49.16	51.48
UMT-RCNN-EVG 2024.02	50.29	49.16	51.48
GLM4.5VL 2026.02	49.2	44.6	54.8
BARTNER-None 2024.02	48.99	48.77	49.23
GVATT-RCNN-EVG 2024.02	48.57	49.36	47.8
BERT-CRF-None 2024.02	48.07	46.92	49.28
BERT-None 2024.02	47.63	46.76	48.52
HBILSTM-CRF-None 2024.02	47.49	49.17	45.92
Qwen2.5VL-72B 2026.02	45.6	37.2	58.8
BARTNER-None 2024.02	44.82	44.61	45.04
BERT-CRF-None 2024.02	43.78	42.73	44.88
BERT-None 2024.02	42.96	42.18	43.76
HBILSTM-CRF-None 2024.02	42.07	43.56	40.69
GLM4.5VL 2026.02	41.6	36.2	48.7
Qwen2.5VL-72B 2026.02	40.3	33.7	50.2
Qwen2.5VL-72B 2026.02	34.2	26.3	48.9
Qwen2.5VL-7B 2026.02	24.5	18.3	37.3
MimoVL-7B 2026.02	20.9	17.8	25.3
MimoVL-7B 2026.02	15.5	13.1	19
Qwen2.5VL-7B 2026.02	14.1	12.9	15.4
MimoVL-7B 2026.02	11.2	10.6	12
Qwen2.5VL-7B 2026.02	8.8	6.1	15.9