OCR Benchmarking on OCRBench
30.1ScoreCLSE
Evaluation Results
| Method | Links | |
|---|---|---|
| CLSEToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 30.1 | |
| VanillaToken Budget=576, Base Model=LLaVA-1.5-7B2026.06 | 29.7 | |
| SparseVLMToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 29.2 | |
| FastVToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 29.1 | |
| PDropToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 28.7 | |
| PDropToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 28.7 | |
| FiCoCo-VToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 28.6 | |
| FastVToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 28.5 | |
| CLSEToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 28.4 | |
| SparseVLMToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 28 | |
| FiCoCo-VToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 26.2 | |
| ToMeToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 25.8 | |
| PruMergeToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 25.3 | |
| CLSEToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 25.1 | |
| ToMeToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 25 | |
| PruMergeToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 25 | |
| PDropToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 25 | |
| PruMergeToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 24.8 | |
| FastVToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 24.5 | |
| ToMeToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 22.7 | |
| FiCoCo-VToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 22.6 | |
| HiREDToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 19.1 | |
| HiREDToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 19.1 | |
| HiREDToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 19 | |
| SparseVLMToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 18 |