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Information Retrieval on TREC DL

93.4NDCG@10gte-base
19.66438.80757.9577.093May 6, 2022Jan 8, 2023Sep 12, 2023May 16, 2024Jan 18, 2025Sep 22, 2025May 28, 2026

Evaluation results

MethodLinks
gte-baseEnhancement=CoT Reasoner2026.0593.4
qwen3-4bEnhancement=CoT Reasoner2026.0592.9
e5-largeEnhancement=CoT Reasoner2026.0592.8
gte-baseEnhancement=Reasoning Internalizer2026.0592.3
qwen3-4bEnhancement=None2026.0592.3
gte-baseEnhancement=None2026.0592.2
qwen3-4bEnhancement=Reasoning Internalizer2026.0591.9
e5-largeEnhancement=None2026.0590.4
e5-largeEnhancement=Reasoning Internalizer2026.0590.3
snowflakeEnhancement=CoT Reasoner2026.0577.6
ANCELatency (ms)=3.419, Embedding Dimension=1282022.0565.14
snowflakeEnhancement=Reasoning Internalizer2026.0564.9
TeacherLatency (ms)=17.152, Embedding Dimension=7682022.0564.89
ANCELatency (ms)=6.159, Embedding Dimension=2562022.0564.55
ConAELatency (ms)=7.158, Embedding Dimension=2562022.0564.38
ConAELatency (ms)=3.942, Embedding Dimension=1282022.0563.8
CELatency (ms)=4.53, Embedding Dimension=1282022.0561.7
ANCELatency (ms)=3.041, Embedding Dimension=642022.0560.03
CELatency (ms)=7.344, Embedding Dimension=2562022.0559.16
ConAELatency (ms)=3.087, Embedding Dimension=642022.0558.77
CELatency (ms)=3.046, Embedding Dimension=642022.0555.61
PCALatency (ms)=6.296, Embedding Dimension=2562022.0551.18
PCALatency (ms)=3.525, Embedding Dimension=1282022.0547.95
PCALatency (ms)=2.627, Embedding Dimension=642022.0537.88
snowflakeEnhancement=None2026.0522.5