Generative Retrieval on Industrial Dataset
0.0031Reconstruction LossADC-SID
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ADC-SIDFramework=REG4REC2025.10 | 0.0031 | 5.0975 | 100 | — | — | — | — | 27.74 | 29.27 | 16.88 | 17.44 | |
| RQ-VAEFramework=REG4REC2025.10 | 0.0033 | 4.2481 | 100 | — | — | — | — | 18.54 | 20.83 | 13.37 | 14.21 | |
| OPQFramework=REG4REC2025.10 | 0.0038 | 4.3984 | 100 | — | — | — | — | 18.72 | 21.05 | 14.32 | 15.08 | |
| DASFramework=REG4REC2025.10 | 0.0051 | 4.3539 | 100 | — | — | — | — | 18.84 | 22.38 | 15.86 | 16.97 | |
| LETTERFramework=REG4REC2025.10 | 0.0054 | 4.2072 | 100 | — | — | — | — | 18.82 | 22.13 | 15.82 | 16.75 | |
| MM-RQ-VAEFramework=REG4REC2025.10 | 0.0055 | 4.2125 | 98.5 | — | — | — | — | 21.81 | 25.42 | 15.92 | 17.07 | |
| RQ-KmeansFramework=REG4REC2025.10 | 0.0065 | 4.7232 | 100 | — | — | — | — | 18.74 | 22.03 | 14.66 | 15.78 | |
| MMQ2025.08 | 0.5529 | 7.956 | 100 | 10.34 | 11.92 | 26.61 | 28.83 | — | — | — | — | |
| MS-RQ-VAEAlignment Strategy=Modality-Separated2025.08 | 0.5547 | 6.3389 | 99 | 7.79 | 9.88 | 18.97 | 21.91 | — | — | — | — | |
| MS-OPQAlignment Strategy=Modality-Separated2025.08 | 0.5678 | 5.2789 | 30 | 7.57 | 9.27 | 18.66 | 21.05 | — | — | — | — | |
| MA-RQ-VAEAlignment Strategy=Modality-Aligned2025.08 | 0.6165 | 7.1178 | 79 | 5.7 | 7.54 | 13.62 | 16.21 | — | — | — | — | |
| MA-OPQAlignment Strategy=Modality-Aligned2025.08 | 0.673 | 5.3092 | 33 | 2.23 | 2.64 | 5.61 | 6.19 | — | — | — | — | |
| MA-RQ-kmeansAlignment Strategy=Modality-Aligned2025.08 | 0.6759 | 7.7933 | 100 | 4.88 | 5.22 | 13.39 | 13.88 | — | — | — | — | |
| MS-RQ-kmeansAlignment Strategy=Modality-Separated2025.08 | 0.6848 | 7.5962 | 100 | 4.97 | 5.34 | 13.59 | 14.11 | — | — | — | — |