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ResearchFormerly WizWand

Visual Question Answering on AnimalKB

87.99Accuracy (Visual)InternVL2.5-26B
64.569270.649676.7382.8104Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
InternVL2.5-26BSize=25.5 B, KB Usage=with KB2025.1287.9988.0488.01
Qwen2-VL-7BSize=8.3 B, KB Usage=with KB2025.1287.6786.9187.29
InternVL2.5-8BSize=8.1 B, KB Usage=with KB2025.1287.2386.4786.85
Qwen2.5-VL-7BSize=8.3 B, KB Usage=with KB2025.1287.0685.4286.24
DeepSeek-VL2-SmallSize=16.1 B, KB Usage=with KB2025.1285.3984.7385.06
DeepSeek-VL2Size=27.5 B, KB Usage=with KB2025.1284.6685.184.88
LLaVA-Next-Llama3-8BSize=8.4 B, KB Usage=with KB2025.1283.4184.1983.8
LLaVA-OV-Qwen2-7BSize=8.0 B, KB Usage=with KB2025.1283.2881.8182.55
LLaVA-v1.6-Vicuna-7BSize=7.1 B, KB Usage=with KB2025.1280.7180.8680.78
InternVL2.5-26BSize=25.5 B, KB Usage=without KB2025.1276.5272.5574.53
Qwen2-VL-7BSize=8.3 B, KB Usage=without KB2025.1274.5672.8473.7
Qwen2.5-VL-7BSize=8.3 B, KB Usage=without KB2025.1274.4471.2572.84
DeepSeek-VL2Size=27.5 B, KB Usage=without KB2025.1273.7575.6974.72
LLaVA-OV-Qwen2-7BSize=8.0 B, KB Usage=without KB2025.1271.9465.2768.6
InternVL2.5-8BSize=8.1 B, KB Usage=without KB2025.1271.2769.0970.18
DeepSeek-VL2-SmallSize=16.1 B, KB Usage=without KB2025.1266.1368.767.41
LLaVA-v1.6-Vicuna-7BSize=7.1 B, KB Usage=without KB2025.1265.7660.9163.33
LLaVA-Next-Llama3-8BSize=8.4 B, KB Usage=without KB2025.1265.4763.7564.61