Text-based Visual Question Answering on TextVQA (ANLS)
60.7ANLSHONES (tuned)
Evaluation Results
| Method | Links | |
|---|---|---|
| HONES (tuned)Model=Qwen2.5-VL2026.04 | 60.7 | |
| HONES (zero-shot)Model=Qwen2.5-VL2026.04 | 60.1 | |
| BaseModel=Qwen2.5-VL2026.04 | 59.6 | |
| RandNeuronModel=Qwen2.5-VL2026.04 | 59.6 | |
| HONES (tuned)Model=LLaVA-1.52026.04 | 48.8 | |
| HONES (zero-shot)Model=LLaVA-1.52026.04 | 47.4 | |
| BaseModel=LLaVA-1.52026.04 | 47 | |
| RandNeuronModel=LLaVA-1.52026.04 | 46.9 | |
| Qwen2-VL-2BLLM=Qwen2-1.5B, Retain Ratio (%)=100%2026.05 | 0.799 | |
| MiniCPM-V2LLM=MiniCPM-2.4B, Retain Ratio (%)=100%2026.05 | 0.743 | |
| VEN-VLLLM=Qwen3-1.7B, Retain Ratio (%)=∼ 7.5%2026.05 | 0.737 | |
| InternVL2-2BLLM=InternLM2-1.8B, Retain Ratio (%)=100%2026.05 | 0.735 | |
| VEN-VLLLM=Qwen2.5-1.5B, Retain Ratio (%)=∼ 10%2026.05 | 0.655 | |
| Qwen-VL-ChatLLM=Qwen-7B, Retain Ratio (%)=100%2026.05 | 0.615 | |
| VEN-VLLLM=Qwen3-0.6B, Retain Ratio (%)=∼ 7.5%2026.05 | 0.61 | |
| LLaVA-MODLLM=Qwen2-1.5B, Retain Ratio (%)=100%2026.05 | 0.599 | |
| LLaVA-MiniLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.05 | 0.591 | |
| LLaVA-MODLLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.05 | 0.585 | |
| LLaVA-1.5LLM=Vicuna-7B, Retain Ratio (%)=100%2026.05 | 0.582 | |
| TinyLLaVA†LLM=Qwen2.5-1.5B, Retain Ratio (%)=100%2026.05 | 0.574 | |
| PruMerge+LLM=Vicuna-7B, Retain Ratio (%)=∼ 25%2026.05 | 0.571 | |
| Mini-Gemini-2BLLM=Gemma-2B, Retain Ratio (%)=100%2026.05 | 0.562 | |
| PruMergeLLM=Vicuna-7B, Retain Ratio (%)=∼ 5%2026.05 | 0.56 | |
| VisionZipLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.05 | 0.555 | |
| Imp-2BLLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.05 | 0.545 | |
| Bunny-2BLLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.05 | 0.532 | |
| SparseVLMLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.05 | 0.518 | |
| PyramidDropLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.05 | 0.506 | |
| TinyLLaVA†LLM=Qwen2.5-0.5B, Retain Ratio (%)=100%2026.05 | 0.492 | |
| MoE-LLaVA-2BLLM=Qwen-1.5-1.8B, Retain Ratio (%)=100%2026.05 | 0.48 | |
| FastVLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.05 | 0.478 | |
| TinyLLaVA†LLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.05 | 0.477 | |
| TinyLLaVA†LLM=Qwen1.5-0.5B, Retain Ratio (%)=100%2026.05 | 0.474 |