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ResearchFormerly WizWand

Text Question Answering on LongBench

62.6AccuracyLensVLM
9.87223.56137.2550.939May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LensVLMICR=5×, ECR=4.3×2026.0562.6
TextICR=1×, ECR=1.0×2026.0562.5
LensVLMSFTICR=5×, ECR=4.6×2026.0554.1
BGE-M3ICR=5×, ECR=4.5×2026.0553.8
Qwen3-EmbICR=5×, ECR=4.5×2026.0551.3
LensVLMICR=10×, ECR=7.4×2026.0550.9
BM25ICR=5×, ECR=4.5×2026.0550.6
Jina-v4-MMICR=5×, ECR=4.6×2026.0549.9
Jina-v4ICR=5×, ECR=4.5×2026.0549.5
BGE-M3ICR=10×, ECR=8.3×2026.0545.6
ColPaliICR=5×, ECR=4.7×2026.0544.6
LensVLMSFTICR=10×, ECR=8.1×2026.0544
Jina-v4ICR=10×, ECR=8.3×2026.0543.2
Qwen3-EmbICR=10×, ECR=8.3×2026.0542.9
BM25ICR=10×, ECR=8.3×2026.0542.8
LensVLMICR=15×, ECR=10.1×2026.0542
BGE-M3ICR=15×, ECR=11.9×2026.0541.1
BM25ICR=15×, ECR=11.9×2026.0539.8
Jina-v4ICR=15×, ECR=11.9×2026.0539.1
Jina-v4-MMICR=10×, ECR=8.3×2026.0538.8
LLMLingua-2ICR=5×, ECR=5.5×2026.0538.3
GlyphICR=5×, ECR=4.5×2026.0537.9
Qwen3-EmbICR=15×, ECR=11.9×2026.0537.9
Jina-v4-MMICR=15×, ECR=11.9×2026.0536.3
ColPaliICR=15×, ECR=11.9×2026.0535.7
ColPaliICR=10×, ECR=8.3×2026.0534.4
LensVLMSFTICR=15×, ECR=10.7×2026.0532.5
Comp. ImageICR=5×, ECR=5×2026.0529.8
Base + ExpandICR=5×, ECR=4.5×2026.0528.2
LLMLingua-2ICR=10×, ECR=11.3×2026.0525.5
Base + ExpandICR=10×, ECR=8.0×2026.0524.8
LLMLingua-2ICR=15×, ECR=15.7×2026.0523.3
GlyphICR=10×, ECR=8.6×2026.0521.9
Base + ExpandICR=15×, ECR=11.0×2026.0521.7
Comp. ImageICR=10×, ECR=10×2026.0518.7
GlyphICR=15×, ECR=10.8×2026.0518.4
Comp. ImageICR=15×, ECR=15×2026.0511.9