RCV1
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Hierarchical Text Classification | RCV1 v2 | Macro-F169.7 | 68 | |
| Document Retrieval | RCV1 (test) | Precision@1000.9805 | 45 | |
| Text Categorization | RCV1 (test) | Error Rate0.0797 | 24 | |
| Text Classification | RCV1 v2 (train) | Training Loss0.023 | 21 | |
| Text Classification | RCV1 v2 (val) | Accuracy (Val)86.4 | 21 | |
| Hierarchical Text Classification | RCV1 Depth 4 V2 | Micro-F165.73 | 20 | |
| Hierarchical Text Classification | RCV1 v2 (test) | Micro-F187.31 | 20 | |
| Multi-label text classification | RCV1 V2 | Micro-F187.6 | 18 | |
| Document Modeling | RCV1 v2 (test) | Perplexity521 | 18 | |
| Hierarchical Text Classification | RCV1 | Micro-F183.3 | 15 | |
| Classification | rcv1 binary | PA95.9 | 15 | |
| Topic Modeling | RCV1-v2 processed (test) | Perplexity602 | 12 | |
| Document Modeling | RCV1 | Perplexity685 | 11 | |
| Unsupervised Clustering | RCV1-10K | ACC67.15 | 10 | |
| Binary Classification | rcv1 binary | CPU Score87.8 | 10 | |
| Classification | rcv1.binary (test) | CPU Score0.824 | 10 | |
| Density Estimation | RCV1 UCI repository (test) | Average Log-Likelihood (nats)-46.12 | 9 | |
| Text Classification | RCV1 | Precision@197.05 | 8 | |
| Distribution Estimation | RCV1 (test) | Negative Log-Likelihood46.1 | 8 | |
| Topic Categorization | RCV1 | Error Rate9.33 | 8 | |
| Topic Modeling | RCV1 | Avg Topic Coherence0.14 | 8 | |
| Clustering | RCV1 | Purity0.35 | 6 | |
| Support Vector Machine | RCV1 | Iterations27 | 5 | |
| Sparse logistic regression | RCV1 | Iterations150 | 5 | |
| Elastic net regression | RCV1 | Iterations8 | 5 |
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