Information Retrieval on Quora BEIR
93.61nDCG@10DIVE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DIVEDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05 | 93.61 | — | — | — | — | — | |
| bge-en-iclModel Size Category=>=1B parameters2025.10 | 91 | — | — | — | — | — | |
| LENS-d4KModel Size Category=>=1B parameters2025.10 | 90.8 | — | — | — | — | — | |
| inf-v1Model Size Category=<1B parameters2025.10 | 90.4 | — | — | — | — | — | |
| inf-v1-1.5bModel Size Category=>=1B parameters2025.10 | 89.6 | — | — | — | — | — | |
| e5-largeModel Size Category=<1B parameters2025.10 | 89.3 | — | — | — | — | — | |
| e5-large-instModel Size Category=>=1B parameters2025.10 | 89.2 | — | — | — | — | — | |
| bge-lg-v1.5Model Size Category=<1B parameters2025.10 | 89.1 | — | — | — | — | — | |
| bge-largeModel Size Category=<1B parameters2025.10 | 89 | — | — | — | — | — | |
| Qwen3-8BModel Size Category=>=1B parameters2025.10 | 88.9 | — | — | — | — | — | |
| gte-base-v1.5Model Size Category=<1B parameters2025.10 | 88.4 | — | — | — | — | — | |
| gte-largeModel Size Category=>=1B parameters2025.10 | 88.3 | — | — | — | — | — | |
| gte-baseModel Size Category=<1B parameters2025.10 | 88.2 | — | — | — | — | — | |
| MILCOModel Size Category=<1B parameters2025.10 | 88.2 | — | — | — | — | — | |
| Qwen3-4BModel Size Category=>=1B parameters2025.10 | 88.1 | — | — | — | — | — | |
| Qwen3-0.6BModel Size Category=<1B parameters2025.10 | 87.8 | — | — | — | — | — | |
| opensearch-gteModel Size Category=<1B parameters2025.10 | 87.3 | — | — | — | — | — | |
| LLM2VecDimension=4096d, Backbone=LLM2Vec-Mistral-7B2026.05 | 86.25 | — | — | — | — | — | |
| MatryoshkaDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05 | 86.02 | — | — | — | — | — | |
| SMECDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05 | 84.02 | — | — | — | — | — | |
| Splade-V3Model Size Category=<1B parameters2025.10 | 81.4 | — | — | — | — | — | |
| SearchDimension=512d, Backbone=LLM2Vec-Mistral-7B2026.05 | 75.97 | — | — | — | — | — | |
| AgentIRThreads=8T, SIMD=true2026.05 | — | — | — | — | 0.17 | 20.5 | |
| BGEBase Encoder=BGE2026.01 | — | 89 | 84 | 90 | — | — | |
| BMPCorpus Size=520K2026.02 | — | 83.5 | — | — | — | — | |
| e5-largeBase Encoder=e5-large2026.01 | — | 90 | 89 | 96 | — | — | |
| IMRNNsBase Encoder=e5-large2026.01 | — | 91 | 92 | 98 | — | — | |
| IMRNNsBase Encoder=MiniLM2026.01 | — | 91 | 92 | 99 | — | — | |
| IMRNNsBase Encoder=BGE2026.01 | — | 92 | 89 | 94 | — | — | |
| LSP/0Corpus Size=520K2026.02 | — | 83.5 | — | — | — | — | |
| MiniLMBase Encoder=MiniLM2026.01 | — | 88 | 84 | 92 | — | — | |
| PISAThreads=1T2026.05 | — | — | — | — | 3.49 | — | |
| SafeCorpus Size=520K2026.02 | — | 83.4 | — | — | — | — | |
| SeismicWaveCorpus Size=520K2026.02 | — | 83.4 | — | — | — | — | |
| SPCorpus Size=520K2026.02 | — | 83.2 | — | — | — | — |