Metric: nDCG@10 (higher is better)
| # | Model↕ | nDCG@10▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | BM25+CE | 0.413 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 2 | TAS-b | 0.408 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 3 | ColBERT | 0.401 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 4 | SGPT-BE-5.8B | 0.399 | No | SGPT: GPT Sentence Embeddings for Semantic Search | 2022-02-17 | Code |
| 5 | ANCE | 0.388 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 6 | SPARTA | 0.351 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 7 | docT5query | 0.338 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 8 | DeepCT | 0.296 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 9 | SGPT-CE-6.1B | 0.29 | No | SGPT: GPT Sentence Embeddings for Semantic Search | 2022-02-17 | Code |
| 10 | SGPT-CE-2.7B | 0.278 | No | SGPT: GPT Sentence Embeddings for Semantic Search | 2022-02-17 | Code |
| 11 | BM25 | 0.228 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |
| 12 | DPR | 0.177 | No | BEIR: A Heterogenous Benchmark for Zero-shot Eva... | 2021-04-17 | Code |