Voice Recognition on Librispeech
2.7WERMASQuant
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MASQuantModel=Qwen2.5-Omni-7B, Bits=W4A162026.03 | 2.7 | — | — | — | — | |
| MASQuantModel=Qwen2.5-Omni-7B, Bits=W8A82026.03 | 2.8 | — | — | — | — | |
| DenseModel=Qwen2.5-Omni-7B, Bits=FP162026.03 | 2.9 | — | — | — | — | |
| MASQuantModel=Qwen2.5-Omni-7B, Bits=W4A82026.03 | 2.9 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-7B, Bits=W4A162026.03 | 3.4 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-7B, Bits=W4A162026.03 | 3.5 | — | — | — | — | |
| SQModel=Qwen2.5-Omni-3B, Bits=W8A82026.03 | 3.6 | — | — | — | — | |
| MASQuantModel=Qwen2.5-Omni-3B, Bits=W4A82026.03 | 3.6 | — | — | — | — | |
| MASQuantModel=Qwen2.5-Omni-3B, Bits=W4A62026.03 | 3.7 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-3B, Bits=W8A82026.03 | 3.8 | — | — | — | — | |
| MASQuantModel=Qwen2.5-Omni-3B, Bits=W8A82026.03 | 3.8 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-7B, Bits=W4A82026.03 | 3.8 | — | — | — | — | |
| DenseModel=Qwen2.5-Omni-3B, Bits=FP162026.03 | 3.9 | — | — | — | — | |
| MASQuantModel=Qwen2.5-Omni-3B, Bits=W4A162026.03 | 4 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-3B, Bits=W4A162026.03 | 4.4 | — | — | — | — | |
| MASQuantModel=Qwen2.5-Omni-7B, Bits=W4A62026.03 | 4.7 | — | — | — | — | |
| SQModel=Qwen2.5-Omni-7B, Bits=W4A62026.03 | 5.8 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-7B, Bits=W4A62026.03 | 6.4 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-7B, Bits=W8A82026.03 | 8.1 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-3B, Bits=W4A162026.03 | 8.2 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-7B, Bits=W8A82026.03 | 8.2 | — | — | — | — | |
| SQModel=Qwen2.5-Omni-7B, Bits=W8A82026.03 | 8.2 | — | — | — | — | |
| SQModel=Qwen2.5-Omni-7B, Bits=W4A82026.03 | 8.6 | — | — | — | — | |
| AWQModel=Qwen2.5-Omni-7B, Bits=W4A162026.03 | 8.7 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-3B, Bits=W8A82026.03 | 8.9 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-7B, Bits=W4A82026.03 | 9 | — | — | — | — | |
| AWQModel=Qwen2.5-Omni-3B, Bits=W4A162026.03 | 9.4 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-3B, Bits=W4A82026.03 | 9.5 | — | — | — | — | |
| MBQModel=Qwen2.5-Omni-3B, Bits=W4A62026.03 | 10.8 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-7B, Bits=W4A62026.03 | 11.8 | — | — | — | — | |
| SQModel=Qwen2.5-Omni-3B, Bits=W4A82026.03 | 77.4 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-3B, Bits=W4A62026.03 | 87.8 | — | — | — | — | |
| SQModel=Qwen2.5-Omni-3B, Bits=W4A62026.03 | 87.8 | — | — | — | — | |
| RTNModel=Qwen2.5-Omni-3B, Bits=W4A82026.03 | 109.7 | — | — | — | — | |
| Two-step Authentication Multi-biometric SystemSystem=model, epochs=60, optimizer=Adam, loss_function=triplet loss, minibatch_size=32, margin=0.12026.01 | — | 98.9 | 3.456 | 86.48 | 88.65 |