Vector Search on AG News 45K × 1024
100Recall@10sqlite-vec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| sqlite-vecIndex Type=exact brute, Distance Metric=cosine, Compute=single-core2026.06 | 100 | 27 | 140 | |
| hnswlib HNSW f32Bit-width=f32 (uncompressed), Index Type=HNSW, Distance Metric=cosine, Compute=single-core2026.06 | 99.5 | 2,194 | 191 | |
| usearch HNSW f32Bit-width=f32 (uncompressed), Index Type=HNSW, Distance Metric=cosine, Compute=single-core2026.06 | 98.7 | 2,388 | 202 | |
| MonaVec BFBit-width=4-bit, Index Type=Brute Force (BF), Distance Metric=cosine, Compute=single-core2026.06 | 96 | 137 | 27 | |
| MonaVec HNSWBit-width=4-bit, Index Type=HNSW, Distance Metric=cosine, Compute=single-core2026.06 | 95.4 | 1,264 | 249 | |
| FAISS-IVF f32Bit-width=f32, nprobe=10, Index Type=IVF, Distance Metric=cosine, Compute=single-core2026.06 | 93.6 | 2,597 | 40 | |
| usearch HNSW i8Bit-width=8-bit, Index Type=HNSW, Distance Metric=cosine, Compute=single-core2026.06 | 92.8 | 5,726 | 55 |