Agricultural Reasoning on AgroMind 1.0 (test)

51.23SLAgroNVILA-Baseline

Evaluation results

Method
AgroNVILA-Baseline2026.03	51.23	30.64	56.76	84.79	90.09	83.33	38.81	47.01	69.4	52.45	78.3	68.97	44.9	61.61
AgroNVILA-Baseline + VCMN + ARPO2026.03	50.79	30.95	59.73	84.96	90.48	84.42	44.06	47.22	70.12	55.37	78.11	70.36	43.57	62.47
AgroNVILA-Baseline + VCMN2026.03	50.74	30.64	57.03	85.02	90.3	84.25	42.31	46.92	69.87	53.05	76.46	70.18	42.67	61.73
NVILA-Lite-8B2026.03	41.85	25.89	37.47	63.96	49.43	35.75	36.51	21.13	28.62	19.33	24.26	53.49	29.82	35.68
GPT-4o2026.03	41.38	35.16	33.52	78.55	66.09	55.83	43.9	23.75	46.2	16.1	27.15	69.81	30.9	43.14
Claude-3-Opus2026.03	40.37	19.91	43.13	74.2	61.48	37.08	45.14	26.87	51.07	20.69	32.61	65.14	34	43.15
GPT-4V2026.03	39.19	29.94	42.09	74.14	65.61	60.5	41.22	36.85	53.27	28.09	38.33	57.41	38.83	47.29
LLaVA-NeXT-8B2026.03	35.47	16.41	41.76	57.68	28.7	30	19.51	26.84	34.81	10.59	17.22	37.74	33.48	31.53
LLaVA-NeXT-7B-Mistral2026.03	33.5	22.66	40.11	44.64	40	36.67	21.95	24.7	36.71	8.05	15.23	39.62	11.59	29.17
TinyLLaVA2026.03	29.56	17.97	24.73	68.41	23.48	30	24.39	23.99	31.65	3.39	13.91	45.28	9.44	28.01
InternVL-2-4B2026.03	29.06	23.44	25.27	48.7	44.78	19.17	30.49	19	46.84	19.49	30.46	50.94	12.88	31.15
XComposer2-4K-HD2026.03	29.06	27.34	32.97	51.88	40	44.17	34.15	22.33	27.53	11.86	37.75	43.4	38.63	33.02
Gemini-1.5-Pro2026.03	27.59	23.44	24.73	77.39	52.61	45.83	39.02	32.3	47.78	19.92	34.44	66.04	30.04	41.06
Claude-3.5-Sonnet2026.03	24.14	17.19	40.11	57.97	50	57.5	44.51	24.47	35.44	20.34	33.11	50.94	36.05	37.11
Human2026.03	19.15	15	40.83	57.6	46.17	47.22	35.49	28.88	39.46	12.33	25.62	34.07	13.5	33.15
Random2026.03	18.03	17.97	16.48	35.65	25.65	10	24.39	4.99	21.2	9.19	19.87	21.7	26.96	19.24
Mantis-Idefics22026.03	16.75	20.31	31.32	63.77	44.35	37.5	22.56	24.23	20.89	8.47	13.91	56.6	30.9	30.41
DeepSeek-VL2-small2026.03	16.26	20.31	24.18	61.45	28.7	65.83	31.71	19.71	20.57	19.07	19.87	38.68	8.58	28.08
GeoChat2026.03	14.78	19.53	23.63	48.7	34.78	30.83	16.46	19.48	20.57	8.47	29.8	51.89	24.89	25.93
InstructBLIP-Vicuna-7B2026.03	9.85	16.41	20.88	33.33	21.74	10.83	19.51	10.93	21.52	4.66	20.53	20.75	11.16	17.39
GeoLLaVA-8K2026.03	9.85	25.78	17.58	34.78	15.22	7.5	17.68	4.75	16.14	7.63	14.57	34.91	8.58	15.73