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90.5Accuracy

Penguin-VL

Updated 8d ago

Evaluation Results

Method
Penguin-VL 2026.03	90.5	-	-	-	-	-
QAT 2026.01	89.8	-	-	-	-	-
Baseline 2026.01	89.7	-	-	-	-	-
PTQ 2026.01	89.6	-	-	-	-	-
Qwen3-VL 2026.03	89.6	-	-	-	-	-
Kimi-VL-A3B-Instruct 2025.11	89.48	-	-	-	-	-
QAD 2026.01	89.4	-	-	-	-	-
MoDES 2025.11	89.08	-	-	-	-	-
EMOVA 2024.09	88.7	-	-	-	-	-
MoDES 2025.11	88.24	-	-	-	-	-
Phantom-7B 2024.12	87.8	-	-	-	-	-
OpenVLThinkerV2 2026.04	87.4	-	-	-	-	-
Phantom-3.8B 2024.12	87.3	-	-	-	-	-
InternVL-2.5-26B 2025.12	87.2	-	-	-	-	-
Intern-S1 2026.01	87.12	-	-	-	-	-
Phantom-1.8B 2024.12	87	-	-	-	-	-
InternVL3.5 2026.01	86.88	-	-	-	-	-
Innovator-VL 2026.01	86.8	-	-	-	-	-
InternVL-3.5 2026.03	86.7	-	-	-	-	-
GPT-4o 2026.04	86.7	-	-	-	-	-
LLaVA-OV 2026.01	86.64	-	-	-	-	-
Penguin-VL 2026.03	86.6	-	-	-	-	-
InternVL2-26B 2026.03	86.44	-	-	-	-	-
VisionZero 2026.04	86.3	-	-	-	-	-
Innovator-VL 2026.01	86.24	-	-	-	-	-
Qwen3-VL 8B-R 2026.04	86.2	-	-	-	-	-
VLsI-7B 2024.12	86.1	-	-	-	-	-
Qwen3-VL 8B + 4B-R 2026.04	86	-	-	-	-	-
VLSI-2B 2024.12	85.8	-	-	-	-	-
GPT-4o 2024.10	85.7	-	-	-	-	-
GPT-4o 2024.09	85.7	-	-	-	-	-
OpenVLThinker-7B 2026.04	85.7	-	-	-	-	-
D.P. 2026.03	85.6	-	-	-	-	-
Vision-G1 2026.04	85.6	-	-	-	-	-
InternVL-2.5-26B* 2025.12	85.4	-	-	-	-	-
Qwen3-VL 8B + 2B-R 2026.04	85.3	-	-	-	-	-
QIG 2026.03	85.24	-	-	-	-	-
LUVC 2025.12	85.16	-	-	-	-	-
Qwen3-VL 2026.01	85.12	-	-	-	-	-
QIG 2026.03	85.12	-	-	-	-	-
FastV 2024.12	85.08	-	99.84	-	-	-
SGP 2024.12	85.04	-	100.14	-	-	-
InternVL2-26B 2024.12	84.92	-	100	-	-	-
EMOVA 2024.09	84.9	-	-	-	-	-
Oracle 2026.03	84.9	-	-	-	-	-
InternVL-2.5-8B 2025.12	84.8	-	-	-	-	-
ICONS 2026.03	84.8	-	-	-	-	-
Qwen3-VL 8B-S 2026.04	84.7	-	-	-	-	-
VL-Rethinker-7B 2026.04	84.7	-	-	-	-	-
MBQ 2026.03	84.48	-	-	-	-	-
MBQ 2026.03	84.44	-	-	-	-	-
MoDES 2025.11	84.2	-	-	-	-	-
Uniform 2026.03	83.7	-	-	-	-	-
InternVL-2.5-8B* 2025.12	83.36	-	-	-	-	-
InternVL2-8B 2024.12	83.3	-	-	-	-	-
Gemini 2.5 Pro 2026.04	83.3	-	-	-	-	-
Qwen3-VL 4B-R 2026.04	83.2	-	-	-	-	-
Qwen3-VL 4B-S 2026.04	83.1	-	-	-	-	-
Baseline (No Recompute) 2026.03	83.08	-	-	-	-	-
Qwen2-VL-7B 2024.12	83	-	-	-	-	-
Qwen2 VL 2024.10	83	-	-	-	-	-
Qwen2-VL 2024.11	83	-	-	-	-	-
Qwen2-VL 2026.01	83	-	-	-	-	-
InstructVLA-Generalist 2025.07	82.9	-	-	-	-	-
Qwen3-VL-Instruct-8B 2026.04	82.8	-	-	-	-	-
FP16 Baseline 2026.03	82.64	-	-	-	-	-
LUVC 2025.12	82.44	-	-	-	-	-
Qwen3-VL 4B + 2B-R 2026.04	82.4	-	-	-	-	-
Qwen3-VL GRPO 2026.04	82.4	-	-	-	-	-
Qwen3-VL GDPO 2026.04	82.4	-	-	-	-	-
Eagle2 2025.07	82.3	-	-	-	-	-
VTW 2025.12	82.24	-	-	-	-	-
LaViDa-R1 2026.02	81.7	-	-	-	-	-
InstructVLA-Generalist 2025.07	81.7	-	-	-	-	-
SGP 2024.12	81.68	-	98.36	-	-	-
InternVL2-4B 2024.12	81.5	-	-	-	-	-
EMOVA 2024.09	81.5	-	-	-	-	-
fp16 2026.02	81.4	-	-	-	-	-
FP16 Baseline 2026.03	81.4	-	-	-	-	-
Gemini Pro 1.5 2024.09	81.3	-	-	-	-	-
CogVLM2-8B 2024.12	81	-	-	-	-	-
LaViDa-O +SFT 2026.02	80.8	-	-	-	-	-
InternVL3.5 2026.03	80.7	-	-	-	-	-
AwaRes 2026.03	80.64	-	-	0.32	-	-
GPTQ 2025.08	80.44	-	-	-	-	-
VLMQ 2025.08	80.28	-	-	-	-	-
Eagle-8B 2024.12	80.1	-	-	-	-	-
FP16 Baseline 2026.03	80.04	-	-	-	-	-
MBQ 2026.03	80.04	-	-	-	-	-
QIG 2026.03	80.04	-	-	-	-	-
LLaVA-OneVision-7B 2024.12	80	-	-	-	-	-
fp16 2026.02	80	-	-	-	-	-
LLaVA-OV 2026.01	80	-	-	-	-	-
LaViDa-O 2026.02	80	-	-	-	-	-
VisionThink 2026.03	79.9	-	-	1.15	-	-
GPTAQ 2025.08	79.88	-	-	-	-	-
Qwen2.5-VL-7B 2026.03	79.8	-	-	1	-	-
Baichuan-omni 2024.10	79.6	-	-	-	-	-
VITA 2024.09	79.6	-	-	-	-	-
Baichuan-Omni 2024.09	79.6	-	-	-	-	-

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