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ResearchFormerly WizWand

Visual Question Answering on AnimalKB 1.0 (test)

98.68Visual Accgpt-4o (0806)
62.425671.837881.2590.6622Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
gpt-4o (0806)Knowledge Context=with KB2025.1298.6897.7998.24
gpt-4o (1120)Knowledge Context=with KB2025.1298.2697.8798.06
gemini-2.0-flashKnowledge Context=with KB2025.1298.1697.6597.9
claude-3.5-sonnetKnowledge Context=with KB2025.1297.4396.7297.07
gemini-1.5-proKnowledge Context=with KB2025.1297.0196.5496.78
gpt-4o-miniKnowledge Context=with KB2025.1294.0495.0794.56
claude-3-haikuKnowledge Context=with KB2025.1292.0692.2192.13
InternVL2.5-26BModel Size=25.5 B, Knowledge Context=with KB2025.1287.9988.0488.01
Qwen2-VL-7BModel Size=8.3 B, Knowledge Context=with KB2025.1287.6786.9187.29
InternVL2.5-8BModel Size=8.1 B, Knowledge Context=with KB2025.1287.2386.4786.85
Qwen2.5-VL-7BModel Size=8.3 B, Knowledge Context=with KB2025.1287.0685.4286.24
DeepSeek-VL2-SmallModel Size=16.1 B, Knowledge Context=with KB2025.1285.3984.7385.06
gemini-2.0-flashKnowledge Context=without KB2025.1284.9581.9683.46
DeepSeek-VL2Model Size=27.5 B, Knowledge Context=with KB2025.1284.6685.184.88
LLaVA-Next-Llama3-8BModel Size=8.4 B, Knowledge Context=with KB2025.1283.4184.1983.8
LLaVA-OV-Qwen2-7BModel Size=8.0 B, Knowledge Context=with KB2025.1283.2881.8182.55
claude-3.5-sonnetKnowledge Context=without KB2025.1281.0577.8279.44
LLaVA-v1.6-Vicuna-7BModel Size=7.1 B, Knowledge Context=with KB2025.1280.7180.8680.78
gpt-4o (0806)Knowledge Context=without KB2025.1279.3677.1378.25
gpt-4o (1120)Knowledge Context=without KB2025.1278.9576.8177.88
gemini-1.5-proKnowledge Context=without KB2025.1278.6878.6879.71
InternVL2.5-26BModel Size=25.5 B, Knowledge Context=without KB2025.1276.5272.5574.53
Qwen2-VL-7BModel Size=8.3 B, Knowledge Context=without KB2025.1274.5672.8473.7
Qwen2.5-VL-7BModel Size=8.3 B, Knowledge Context=without KB2025.1274.4471.2572.84
DeepSeek-VL2Model Size=27.5 B, Knowledge Context=without KB2025.1273.7575.6974.72
LLaVA-OV-Qwen2-7BModel Size=8.0 B, Knowledge Context=without KB2025.1271.9465.2768.6
InternVL2.5-8BModel Size=8.1 B, Knowledge Context=without KB2025.1271.2769.0970.18
gpt-4o-miniKnowledge Context=without KB2025.1269.7866.8668.32
DeepSeek-VL2-SmallModel Size=16.1 B, Knowledge Context=without KB2025.1266.1368.767.41
LLaVA-v1.6-Vicuna-7BModel Size=7.1 B, Knowledge Context=without KB2025.1265.7660.9163.33
LLaVA-Next-Llama3-8BModel Size=8.4 B, Knowledge Context=without KB2025.1265.4763.7564.61
claude-3-haikuKnowledge Context=without KB2025.1263.8259.1461.48