Vision-Language Modeling on LWilder
3.8PerplexityOriginal
Evaluation Results
| Method | Links | |
|---|---|---|
| OriginalModel=LLaVA-Next-7B, Bit=162025.03 | 3.8 | |
| OriginalModel=LLaVA1.5-13B, Bit=162025.03 | 4 | |
| OriginalModel=LLaVA1.5-7B, Bit=162025.03 | 4.2 | |
| OriginalBit=16, Base Model=LLaVA1.5-7B2025.03 | 4.24 | |
| CASP_QuIP#Bit=3, Base Model=LLaVA1.5-7B2025.03 | 4.51 | |
| QuIP#Bit=3, Base Model=LLaVA1.5-7B2025.03 | 4.53 | |
| AQLMBit=3, Base Model=LLaVA1.5-7B2025.03 | 4.54 | |
| CASPQuIP#Model=LLaVA-Next-7B, Bit=22025.03 | 4.8 | |
| CASP_GPTQBit=3, Base Model=LLaVA1.5-7B2025.03 | 4.85 | |
| CASP_AQLMBit=3, Base Model=LLaVA1.5-7B2025.03 | 4.88 | |
| CASPQuIP#Model=LLaVA1.5-13B, Bit=22025.03 | 5.4 | |
| QuIP#Model=LLaVA-Next-7B, Bit=22025.03 | 5.6 | |
| QuIP#Model=LLaVA1.5-13B, Bit=22025.03 | 6.1 | |
| GPTQBit=3, Base Model=LLaVA1.5-7B2025.03 | 6.28 | |
| CASPQuIP#Model=LLaVA1.5-7B, Bit=22025.03 | 6.6 | |
| QuIP#Model=LLaVA1.5-7B, Bit=22025.03 | 6.7 | |
| CASPAQLMModel=LLaVA1.5-13B, Bit=22025.03 | 7.3 | |
| CASPAQLMModel=LLaVA-Next-7B, Bit=22025.03 | 7.7 | |
| CASPAQLMModel=LLaVA1.5-7B, Bit=22025.03 | 8.2 | |
| CASPGPTQModel=LLaVA1.5-7B, Bit=2.22025.03 | 10.5 | |
| CASPGPTQModel=LLaVA-Next-7B, Bit=2.22025.03 | 10.5 | |
| CASPGPTQModel=LLaVA1.5-13B, Bit=2.22025.03 | 16 | |
| AQLMModel=LLaVA1.5-13B, Bit=22025.03 | 18.1 | |
| AQLMModel=LLaVA1.5-7B, Bit=22025.03 | 23.3 | |
| AQLMModel=LLaVA-Next-7B, Bit=22025.03 | 26.6 | |
| GPTQModel=LLaVA1.5-13B, Bit=2.22025.03 | 36.2 | |
| GPTQModel=LLaVA1.5-7B, Bit=2.22025.03 | 138.7 | |
| GPTQModel=LLaVA-Next-7B, Bit=2.22025.03 | 211 |