Information Retrieval on TREC DL
93.4NDCG@10gte-base
Evaluation Results
| Method | Links | |
|---|---|---|
| gte-baseEnhancement=CoT Reasoner2026.05 | 93.4 | |
| qwen3-4bEnhancement=CoT Reasoner2026.05 | 92.9 | |
| e5-largeEnhancement=CoT Reasoner2026.05 | 92.8 | |
| gte-baseEnhancement=Reasoning Internalizer2026.05 | 92.3 | |
| qwen3-4bEnhancement=None2026.05 | 92.3 | |
| gte-baseEnhancement=None2026.05 | 92.2 | |
| qwen3-4bEnhancement=Reasoning Internalizer2026.05 | 91.9 | |
| e5-largeEnhancement=None2026.05 | 90.4 | |
| e5-largeEnhancement=Reasoning Internalizer2026.05 | 90.3 | |
| snowflakeEnhancement=CoT Reasoner2026.05 | 77.6 | |
| ANCELatency (ms)=3.419, Embedding Dimension=1282022.05 | 65.14 | |
| snowflakeEnhancement=Reasoning Internalizer2026.05 | 64.9 | |
| TeacherLatency (ms)=17.152, Embedding Dimension=7682022.05 | 64.89 | |
| ANCELatency (ms)=6.159, Embedding Dimension=2562022.05 | 64.55 | |
| ConAELatency (ms)=7.158, Embedding Dimension=2562022.05 | 64.38 | |
| ConAELatency (ms)=3.942, Embedding Dimension=1282022.05 | 63.8 | |
| CELatency (ms)=4.53, Embedding Dimension=1282022.05 | 61.7 | |
| ANCELatency (ms)=3.041, Embedding Dimension=642022.05 | 60.03 | |
| CELatency (ms)=7.344, Embedding Dimension=2562022.05 | 59.16 | |
| ConAELatency (ms)=3.087, Embedding Dimension=642022.05 | 58.77 | |
| CELatency (ms)=3.046, Embedding Dimension=642022.05 | 55.61 | |
| PCALatency (ms)=6.296, Embedding Dimension=2562022.05 | 51.18 | |
| PCALatency (ms)=3.525, Embedding Dimension=1282022.05 | 47.95 | |
| PCALatency (ms)=2.627, Embedding Dimension=642022.05 | 37.88 | |
| snowflakeEnhancement=None2026.05 | 22.5 |