Multimodal Understanding on MM-Bench
66.1Absolute ScoreTPRL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TPRLToken=192*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.03 | 66.1 | 102.3 | |
| TPRLToken=144*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.03 | 65.8 | 101.8 | |
| TPRLToken=128*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.03 | 65.4 | 101.2 | |
| PruMerge+Token=144, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 64.9 | 100.5 | |
| LLaVA-1.5-7BToken=576, RL Status=Upper Bound, Backbone=LLaVA-1.5-7B2026.03 | 64.6 | 100 | |
| VisprunerToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 62.9 | 97.3 | |
| VisprunerToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 62.7 | 97 | |
| SparseVLMToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 62.5 | 96.7 | |
| PruMerge+Token=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 61.3 | 94.9 | |
| FastVToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 61.2 | 94.7 | |
| ToMeToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 60.5 | 93.7 | |
| SparseVLMToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 60 | 92.9 | |
| FastVToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 56.1 | 86.7 | |
| ToMeToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 53.3 | 82.5 |