Information Retrieval on TREC Deep Learning
0.771DL19 ScoreADORE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ADOREDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.771 | 0.717 | 0.421 | |
| CSQEDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.755 | 0.714 | 0.414 | |
| QA-ExpandDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.737 | 0.707 | 0.374 | |
| MUGIDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.735 | 0.72 | 0.404 | |
| Q2DDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.1, Prompting Strategy=Zero-Shot (ZS)2026.06 | 0.728 | 0.739 | 0.379 | |
| Q2DDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.1, Prompting Strategy=Few-Shot (FS)2026.06 | 0.727 | 0.714 | 0.407 | |
| ThinkQEDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.715 | 0.709 | 0.397 | |
| Q2DDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.1, Prompting Strategy=Chain-of-Thought (CoT)2026.06 | 0.713 | 0.672 | 0.376 | |
| GenQREnsembleDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.703 | 0.683 | 0.357 | |
| LameRDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.703 | 0.715 | 0.412 | |
| BGE-base-en-v1.5Dense Retriever=BGE-base-en-v1.52026.06 | 0.702 | 0.677 | 0.379 | |
| GenQRDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.702 | 0.69 | 0.387 | |
| Query2EDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.06 | 0.697 | 0.642 | 0.378 |