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ResearchFormerly WizWand

Text-based Visual Question Answering on TextVQA (ANLS)

60.7ANLSHONES (tuned)
-1.9350414.3259830.58746.84802Apr 20, 2026Apr 25, 2026May 1, 2026May 7, 2026May 13, 2026May 19, 2026May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
HONES (tuned)Model=Qwen2.5-VL2026.0460.7
HONES (zero-shot)Model=Qwen2.5-VL2026.0460.1
BaseModel=Qwen2.5-VL2026.0459.6
RandNeuronModel=Qwen2.5-VL2026.0459.6
HONES (tuned)Model=LLaVA-1.52026.0448.8
HONES (zero-shot)Model=LLaVA-1.52026.0447.4
BaseModel=LLaVA-1.52026.0447
RandNeuronModel=LLaVA-1.52026.0446.9
Qwen2-VL-2BLLM=Qwen2-1.5B, Retain Ratio (%)=100%2026.050.799
MiniCPM-V2LLM=MiniCPM-2.4B, Retain Ratio (%)=100%2026.050.743
VEN-VLLLM=Qwen3-1.7B, Retain Ratio (%)=∼ 7.5%2026.050.737
InternVL2-2BLLM=InternLM2-1.8B, Retain Ratio (%)=100%2026.050.735
VEN-VLLLM=Qwen2.5-1.5B, Retain Ratio (%)=∼ 10%2026.050.655
Qwen-VL-ChatLLM=Qwen-7B, Retain Ratio (%)=100%2026.050.615
VEN-VLLLM=Qwen3-0.6B, Retain Ratio (%)=∼ 7.5%2026.050.61
LLaVA-MODLLM=Qwen2-1.5B, Retain Ratio (%)=100%2026.050.599
LLaVA-MiniLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.050.591
LLaVA-MODLLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.050.585
LLaVA-1.5LLM=Vicuna-7B, Retain Ratio (%)=100%2026.050.582
TinyLLaVA†LLM=Qwen2.5-1.5B, Retain Ratio (%)=100%2026.050.574
PruMerge+LLM=Vicuna-7B, Retain Ratio (%)=∼ 25%2026.050.571
Mini-Gemini-2BLLM=Gemma-2B, Retain Ratio (%)=100%2026.050.562
PruMergeLLM=Vicuna-7B, Retain Ratio (%)=∼ 5%2026.050.56
VisionZipLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.050.555
Imp-2BLLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.050.545
Bunny-2BLLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.050.532
SparseVLMLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.050.518
PyramidDropLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.050.506
TinyLLaVA†LLM=Qwen2.5-0.5B, Retain Ratio (%)=100%2026.050.492
MoE-LLaVA-2BLLM=Qwen-1.5-1.8B, Retain Ratio (%)=100%2026.050.48
FastVLLM=Vicuna-7B, Retain Ratio (%)=∼ 10%2026.050.478
TinyLLaVA†LLM=Qwen1.5-1.8B, Retain Ratio (%)=100%2026.050.477
TinyLLaVA†LLM=Qwen1.5-0.5B, Retain Ratio (%)=100%2026.050.474