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ResearchFormerly WizWand

Science Question Answering on SQA (SQA, Avg %)

97SQA ScoreVanilla
43.9657.7371.585.27May 1, 2026May 5, 2026May 10, 2026May 15, 2026May 20, 2026May 25, 2026May 30, 2026
Updated 5mo ago

Evaluation results

MethodLinks
VanillaBackbone=InternVL2-8B, Retention Rate=100%2026.0597100
LightKVBackbone=InternVL2-8B, Retention Rate=60%2026.0597100.19
LightKVBackbone=InternVL2-8B, Retention Rate=55%2026.059799.58
ToMe (P)Backbone=InternVL2-8B, Retention Rate=60%2026.059597.86
ToMe (P)Backbone=InternVL2-8B, Retention Rate=55%2026.059595.62
ToFuBackbone=InternVL2-8B, Retention Rate=55%2026.059595.82
ToFuBackbone=InternVL2-8B, Retention Rate=60%2026.059495.49
PiToMeBackbone=InternVL2-8B, Retention Rate=60%2026.059095.99
PiToMeBackbone=InternVL2-8B, Retention Rate=55%2026.059095.54
QueCCTokens=12026.0569.9—
LLaVA-1.5-7BTokens=5762026.0569.56100
LLaMA-VIDTokens=22026.0568.8—
ETCTokens=42026.0568.7695.33
LLaMA-VIDTokens=42026.0568.7—
ETCTokens=22026.0568.4794.55
ETCTokens=12026.0567.6392.22
VoCoTokens=12026.0565.4—
MQT-LLaVATokens=42026.0565.1—
MQT-LLaVATokens=22026.0565—
LLaVA-1.5-7BTokens=02026.0563.6—
FastVBackbone=InternVL2-8B, Retention Rate=60%2026.054981.9
FastVBackbone=InternVL2-8B, Retention Rate=55%2026.054679.49