Record Linkage on Process Industry Shift Logs
100MUC RecallGBERT
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GBERTTraining Objective=NLI-driven, FLs=without, Clustering=HC2025.08 | 100 | 63.08 | 76.91 | 100 | 17.01 | 23.91 | 10.47 | 29.04 | 12.74 | 37.85 | |
| GBERTTraining Objective=NLI-driven, FLs=with, Clustering=HC2025.08 | 100 | 63.08 | 76.91 | 100 | 17.01 | 23.91 | 10.47 | 29.04 | 12.74 | 37.85 | |
| daGBERTTraining Objective=NLI-driven, FLs=without, Clustering=HC2025.08 | 100 | 63.08 | 76.91 | 100 | 17.01 | 23.91 | 10.47 | 29.04 | 12.74 | 37.85 | |
| daGBERTTraining Objective=NLI-driven, FLs=with, Clustering=HC2025.08 | 100 | 63.08 | 76.91 | 100 | 17.01 | 23.91 | 10.47 | 29.04 | 12.74 | 37.85 | |
| mGTETraining Objective=STS-driven, FLs=without, Clustering=HC2025.08 | 100 | 63.08 | 76.91 | 100 | 17.01 | 23.91 | 10.47 | 29.04 | 12.74 | 37.81 | |
| mGTETraining Objective=STS-driven, FLs=with, Clustering=HC2025.08 | 100 | 63.08 | 76.91 | 100 | 17.01 | 23.91 | 10.47 | 29.04 | 12.74 | 37.85 | |
| GBERTTraining Objective=STS-driven, FLs=with, Clustering=HC2025.08 | 99.9 | 63.04 | 76.85 | 99.93 | 17.06 | 23.99 | 10.53 | 30.59 | 12.87 | 37.9 | |
| GBERTTraining Objective=STS-driven, FLs=without, Clustering=HC2025.08 | 99.71 | 62.99 | 76.76 | 99.81 | 17.16 | 24.17 | 10.67 | 32.47 | 13.12 | 38.02 | |
| daGBERTTraining Objective=STS-driven, FLs=without, Clustering=HC2025.08 | 99.52 | 62.96 | 76.68 | 99.7 | 17.29 | 24.43 | 10.89 | 34.35 | 13.53 | 38.21 | |
| GBERTTraining Objective=RL (CDCR-driven), FLs=without, Clustering=HC2025.08 | 99.47 | 62.95 | 76.65 | 99.64 | 17.32 | 24.47 | 10.92 | 34.84 | 13.58 | 38.23 | |
| daGBERTTraining Objective=STS-driven, FLs=with, Clustering=HC2025.08 | 98.71 | 62.68 | 76.23 | 99.14 | 17.64 | 25.04 | 11.27 | 36.23 | 14.19 | 38.49 | |
| GBERTTraining Objective=RL (CDCR-driven), FLs=with, Clustering=HC2025.08 | 97.8 | 62.49 | 75.82 | 98.48 | 18.3 | 26.14 | 12.17 | 40.02 | 15.63 | 39.2 | |
| daGBERTTraining Objective=RL (CDCR-driven), FLs=with, Clustering=HC2025.08 | 92.35 | 60.94 | 72.95 | 95.15 | 21.65 | 30.79 | 15.91 | 43.58 | 20.23 | 41.33 | |
| daGBERTTraining Objective=RL (CDCR-driven), FLs=without, Clustering=HC2025.08 | 92.23 | 60.9 | 72.9 | 94.88 | 21.76 | 31.13 | 15.79 | 43.2 | 20.29 | 41.44 | |
| daGBERTTraining Objective=RL (CDCR-driven), FLs=without, Clustering=tDFS2025.08 | 52.7 | 51.75 | 50.14 | 70.65 | 52.76 | 54.06 | 47.48 | 53.09 | 46.77 | 50.32 | |
| daGBERTTraining Objective=RL (CDCR-driven), FLs=with, Clustering=tDFS2025.08 | 46.05 | 49.57 | 46.36 | 66.77 | 59.51 | 59.37 | 53.89 | 51.4 | 50.84 | 52.19 | |
| GBERTTraining Objective=RL (CDCR-driven), FLs=with, Clustering=tDFS2025.08 | 33.82 | 41.92 | 36.29 | 59.26 | 65.76 | 59.9 | 57.24 | 47.2 | 50.31 | 48.83 | |
| daGBERTTraining Objective=STS-driven, FLs=with, Clustering=tDFS2025.08 | 28.2 | 29.38 | 27.6 | 57.06 | 55.91 | 50.96 | 46.32 | 40.39 | 40.81 | 39.79 | |
| GBERTTraining Objective=STS-driven, FLs=with, Clustering=tDFS2025.08 | 27.88 | 29.11 | 27.46 | 56.96 | 55.03 | 51.41 | 46.69 | 41.63 | 41.65 | 40.17 | |
| GBERTTraining Objective=STS-driven, FLs=without, Clustering=tDFS2025.08 | 25.31 | 28.33 | 25.62 | 55.34 | 61.81 | 53.26 | 49.57 | 39.28 | 41.77 | 40.22 | |
| daGBERTTraining Objective=STS-driven, FLs=without, Clustering=tDFS2025.08 | 24.16 | 30.62 | 25.73 | 54.57 | 62.79 | 54.51 | 50.89 | 39.7 | 42.7 | 40.98 | |
| GBERTTraining Objective=NLI-driven, FLs=with, Clustering=tDFS2025.08 | 20.22 | 24.95 | 21.07 | 52.52 | 63.71 | 53.86 | 50.87 | 38 | 41.84 | 38.93 | |
| GBERTTraining Objective=RL (CDCR-driven), FLs=without, Clustering=tDFS2025.08 | 17.98 | 37.02 | 23.03 | 50.92 | 83.56 | 62.23 | 63.4 | 36.98 | 46.11 | 43.79 | |
| daGBERTTraining Objective=NLI-driven, FLs=with, Clustering=tDFS2025.08 | 15.88 | 30.66 | 19.69 | 50.07 | 78.13 | 59.34 | 58.66 | 35.07 | 43.25 | 40.76 | |
| daGBERTTraining Objective=NLI-driven, FLs=without, Clustering=tDFS2025.08 | 11.45 | 32.29 | 15.84 | 47.74 | 87.78 | 60.99 | 62.01 | 32.3 | 42.16 | 39.66 | |
| mGTETraining Objective=STS-driven, FLs=without, Clustering=tDFS2025.08 | 10.55 | 20.37 | 13.05 | 47.52 | 78.97 | 57.97 | 58.95 | 33.78 | 42.4 | 37.81 | |
| mGTETraining Objective=STS-driven, FLs=with, Clustering=tDFS2025.08 | 5.87 | 10.82 | 6.67 | 45.2 | 87.82 | 57.66 | 58.34 | 29.81 | 38.58 | 34.3 | |
| GBERTTraining Objective=NLI-driven, FLs=without, Clustering=tDFS2025.08 | 0 | 0 | 0 | 42.27 | 100 | 59.17 | 60.89 | 26.04 | 36.36 | 31.84 |