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Infographic Visual Question Answering on InfoVQA (test)

83.1AccuracyQwen3-VL-8B
-2.8102419.4933841.79764.10062Dec 5, 2024Mar 5, 2025Jun 3, 2025Sep 1, 2025Nov 30, 2025Feb 28, 2026May 29, 2026

Evaluation results

MethodLinks
Qwen3-VL-8BParameter Scale=8B2026.0583.1
Gemini 1.5 Pro2024.1281
PerceptionLM-8BParameter Scale=8B2026.0580.9
Qwen3-VL-4BParameter Scale=4B2026.0580.3
Molmo2-8BParameter Scale=8B2026.0580.1
GPT-4o2024.1279.2
InternVL3.5-8BParameter Scale=8B2026.0579.1
InternVL2# Parameters=40B2024.1278.7
Molmo2-4BParameter Scale=4B2026.0578.6
InternVL3.5-4BParameter Scale=4B2026.0578
Qwen2-VL# Parameters=8B2024.1276.5
LLaVA-OneVision# Parameters=72B2024.1274.9
InternVL2# Parameters=8B2024.1274.8
Zamba2-VL-7BParameter Scale=7B2026.0574.8
PerceptionLM-3BParameter Scale=3B2026.0574.6
Claude 3.5 Sonnet2024.1274.3
NVILA# Parameters=15B2024.1273.5
Qwen3-VL-2BParameter Scale=2B2026.0572.4
InternVL3.5-2BParameter Scale=2B2026.0570.8
NVILA# Parameters=8B2024.1270.7
NVILA-Lite# Parameters=15B2024.1269.3
LLaVA-OneVision# Parameters=8B2024.1268.8
NVILA-Lite# Parameters=8B2024.1267.9
Zamba2-VL-2.7BParameter Scale=2.7B2026.0566.5
PerceptionLM-1BParameter Scale=1B2026.0563
Zamba2-VL-1.2BParameter Scale=1.2B2026.0560.7
InternVL3.5-1BParameter Scale=1B2026.0560.5
Florence-VL# Parameters=8B2024.1251.7
Pixtral# Parameters=12B2024.1250.8
Cambrian-1# Parameters=34B2024.1246
Cambrian-1# Parameters=8B2024.1241.6
VILA-1.5# Parameters=40B2024.1238.4
VILA-1.5# Parameters=13B2024.1230.4
LLaVA-1.5# Parameters=13B2024.1229.4
VILA-1.5# Parameters=8B2024.1225.9
LLaVA-1.5# Parameters=7B2024.1225.8
Gemini-1.5-Pro2024.120.81
Qwen2-VLSize=7B, #token /image tile=Native resolution (unfixed)2024.120.765
PVC InternVL2 (Ours)Size=8B, #token /image tile=642024.120.75
InternVL2Size=8B, #token /image tile=2562024.120.748
IXC-2.5Size=7B, #token /image tile=4002024.120.699
LLaVA-OVSize=7B, #token /image tile=7292024.120.688
Qwen2-VLSize=2B, #token /image tile=Native resolution (unfixed)2024.120.655
PVC InternVL2 (Ours)Size=2B, #token /image tile=642024.120.599
InternVL2Size=2B, #token /image tile=2562024.120.589
LongVASize=7B, #token /image tile=1442024.120.494