Information Retrieval on DBPedia-Entity BEIR
51.6NDCG@10bge-en-icl
Evaluation Results
| Method | Links | |
|---|---|---|
| bge-en-iclModel Size Category=>=1B parameters2025.10 | 51.6 | |
| inf-v1Model Size Category=<1B parameters2025.10 | 50.4 | |
| LENS-d4KModel Size Category=>=1B parameters2025.10 | 50.1 | |
| Qwen3-8BModel Size Category=>=1B parameters2025.10 | 49.7 | |
| inf-v1-1.5bModel Size Category=>=1B parameters2025.10 | 48.6 | |
| Qwen3-4BModel Size Category=>=1B parameters2025.10 | 48.2 | |
| opensearch-gteModel Size Category=<1B parameters2025.10 | 45.5 | |
| MILCOModel Size Category=<1B parameters2025.10 | 45.1 | |
| Splade-V3Model Size Category=<1B parameters2025.10 | 45 | |
| bge-lg-v1.5Model Size Category=<1B parameters2025.10 | 44.1 | |
| bge-largeModel Size Category=<1B parameters2025.10 | 43.9 | |
| gte-largeModel Size Category=>=1B parameters2025.10 | 42.4 | |
| e5-largeModel Size Category=<1B parameters2025.10 | 41.3 | |
| gte-baseModel Size Category=<1B parameters2025.10 | 41.2 | |
| MUGIBackbone=GPT-4.12026.06 | 41 | |
| Q2DBackbone=GPT-4.1, Evaluation Protocol=Zero-shot2026.06 | 40.6 | |
| STORMBackbone=Qwen3-8B, Max tokens=642026.06 | 40.1 | |
| gte-base-v1.5Model Size Category=<1B parameters2025.10 | 39.9 | |
| LameRBackbone=GPT-4.12026.06 | 39.9 | |
| Qwen3-0.6BModel Size Category=<1B parameters2025.10 | 39.5 | |
| CSQEBackbone=GPT-4.12026.06 | 39 | |
| e5-large-instModel Size Category=>=1B parameters2025.10 | 38.4 | |
| Q2KBackbone=GPT-4.12026.06 | 37.8 | |
| QA-ExpaBackbone=GPT-4.12026.06 | 37 | |
| GenQREBackbone=GPT-4.12026.06 | 36 | |
| GenQRBackbone=GPT-4.12026.06 | 34.4 | |
| RM3Backbone=GPT-4.12026.06 | 30.8 |