GloVE
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Robustness to Symmetric Perturbation | GloVe-100 | Recall98.8 | 10 | |
| kNN | Glove 100 | Throughput (QPS)631,420 | 7 | |
| Nearest Neighbor Search | GloVe 100 | R@1095 | 6 | |
| Private Embedding Lookup | GloVe 42B 300d | VecGen423.5058 | 6 | |
| Private Embedding Lookup | GloVe 6B 50d | VecGen424.7096 | 6 | |
| Maximum Inner Product Search | GloVe 2M | Probe@1093.9 | 6 | |
| k-MIPS | GloVe1M | Recall@10 (Probe)86.6 | 6 | |
| Vector Search | GloVe 1.18M × 100 | Recall@1086.5 | 4 | |
| k-Maximum Inner Product Search | GloVe 1M | Probe@103.069 | 3 | |
| kNN | Glove 200 | Throughput (QPS)398,293 | 3 | |
| kNN | Glove 50 | Throughput (QPS)3,464,257 | 3 | |
| L2 Search | GloVe 300D 900,000 vectors (10,000 sampled queries) | Recall@100 (Average)89.27 | 2 | |
| Maximum Inner Product Search | GloVe 300D 900,000 vectors (10,000 sampled queries) | Recall@100 (Avg)87.51 | 2 | |
| Vector Similarity Search | GloVe | Build Time (s)26.21 | 2 | |
| Density Estimation | GloVE | Pearson Correlation Coefficient0.997 | 2 |
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