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ResearchFormerly WizWand

Visual Question Answering on VQA v2 (Score & Performance Retention)

78.9ScoreLLaVA-1.5-7B
39.69249.87160.0570.229Dec 9, 2025Dec 24, 2025Jan 8, 2026Jan 24, 2026Feb 8, 2026Feb 23, 2026Mar 11, 2026
Updated 7mo ago

Evaluation results

MethodLinks
LLaVA-1.5-7BToken=576, RL Status=Upper Bound, Backbone=LLaVA-1.5-7B2026.0378.9100
TPRLToken=192*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.0378.699.6
Upper BoundTokens=5762025.1277.7100
TPRLToken=144*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.0377.598.2
PruMerge+Token=144, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0376.897.3
TPRLToken=128*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.0376.897.3
VisprunerToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0376.597
VisprunerToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0375.896.1
SparseVLMToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0375.695.8
PruMerge+Token=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0374.794.7
SparseVLMToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0373.292.8
HTC-VLMTokens=1 (hybrid)2025.1272.485.5
VoCo-LLaMATokens=12025.1271.883.8
ToMeToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0367.986.1
FastVToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0367.285.2
Avg. PoolTokens=12025.126579.6
Q-FormerTokens=12025.1263.470.5
ToMeToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.036379.8
FastVToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.0361.878.3
Lower BoundTokens=12025.1241.20