Text-based Visual Question Answering on TextVQA (TQA)
66.6ScoreVILA
Evaluation Results
| Method | Links | |
|---|---|---|
| VILAPretrained-LLM=LLaMA2-7B, Model Category=Understanding Only Model2026.02 | 66.6 | |
| LLaVA-1.6(HD)Pretrained-LLM=Vicuna-7B, Model Category=Understanding Only Model2026.02 | 64.9 | |
| Emu3-ChatModel Category=Unified Model2026.02 | 64.7 | |
| mPLUG-Owl2Pretrained-LLM=LLaMA2-7B, Model Category=Understanding Only Model2026.02 | 58.2 | |
| InternVL-ChatPretrained-LLM=Vicuna-7B, Model Category=Understanding Only Model2026.02 | 57 | |
| EVE-7B(HD)Pretrained-LLM=Vicuna-7B, Model Category=Unified Model2026.02 | 56.8 | |
| TokenFlow-LPretrained-LLM=Vicuna-13B, Model Category=Unified Model2026.02 | 54.1 | |
| UniWeTok-ChatPretrained-LLM=Qwen3-8B, Model Category=Unified Model2026.02 | 53.7 | |
| UniTokPretrained-LLM=LLaMA-2-7B, Model Category=Unified Model2026.02 | 51.6 | |
| InstructBLIPPretrained-LLM=Vicuna-7B, Model Category=Understanding Only Model2026.02 | 50.1 | |
| VILA-UPretrained-LLM=LLaMA2-7B, Model Category=Unified Model2026.02 | 48.3 | |
| LWM-7BModel Category=Unified Model2026.02 | 47.7 | |
| LLaVA-1.5Pretrained-LLM=Vicuna-7B, Model Category=Understanding Only Model2026.02 | 46.1 | |
| IDEFICS-9BPretrained-LLM=LLaMA-7B, Model Category=Understanding Only Model2026.02 | 25.9 |