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Information Retrieval on TREC Deep Learning

0.771DL19 ScoreADORE
0.694040.714020.7340.75398Jun 11, 2026

Evaluation results

MethodLinks
ADOREDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7710.7170.421
CSQEDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7550.7140.414
QA-ExpandDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7370.7070.374
MUGIDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7350.720.404
Q2DDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.1, Prompting Strategy=Zero-Shot (ZS)2026.060.7280.7390.379
Q2DDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.1, Prompting Strategy=Few-Shot (FS)2026.060.7270.7140.407
ThinkQEDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7150.7090.397
Q2DDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.1, Prompting Strategy=Chain-of-Thought (CoT)2026.060.7130.6720.376
GenQREnsembleDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7030.6830.357
LameRDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7030.7150.412
BGE-base-en-v1.5Dense Retriever=BGE-base-en-v1.52026.060.7020.6770.379
GenQRDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.7020.690.387
Query2EDense Retriever=BGE-base-en-v1.5, LLM Backbone=GPT-4.12026.060.6970.6420.378