Multimodal Evaluation on MME (MME-C, MME-P, Avg %)
590MME-C ScoreLightKV
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LightKVBackbone=InternVL2-8B, Retention Rate=60%2026.05 | 590 | 1,623.8 | 100.19 | |
| LightKVBackbone=InternVL2-8B, Retention Rate=55%2026.05 | 590 | 1,623.8 | 99.58 | |
| VanillaBackbone=InternVL2-8B, Retention Rate=100%2026.05 | 587.5 | 1,623.8 | 100 | |
| FastVBackbone=InternVL2-8B, Retention Rate=55%2026.05 | 582.1 | 1,611.1 | 79.49 | |
| FastVBackbone=InternVL2-8B, Retention Rate=60%2026.05 | 569.6 | 1,610.9 | 81.9 | |
| ToMe (P)Backbone=InternVL2-8B, Retention Rate=60%2026.05 | 551.4 | 1,621.8 | 97.86 | |
| ToFuBackbone=InternVL2-8B, Retention Rate=55%2026.05 | 541.8 | 1,619.1 | 95.82 | |
| ToMe (P)Backbone=InternVL2-8B, Retention Rate=55%2026.05 | 503.9 | 1,570 | 95.62 | |
| ToFuBackbone=InternVL2-8B, Retention Rate=60%2026.05 | 502.1 | 1,575.5 | 95.49 | |
| PiToMeBackbone=InternVL2-8B, Retention Rate=60%2026.05 | 461.8 | 1,545.3 | 95.99 | |
| PiToMeBackbone=InternVL2-8B, Retention Rate=55%2026.05 | 442.9 | 1,575.5 | 95.54 |