Information Retrieval on Scifact (nDCG, Recall, MRR)
82nDCGIMRNNs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IMRNNsBackbone=MiniLM2026.01 | 82 | 65 | 69 | — | |
| MiniLMBackbone=MiniLM2026.01 | 79 | 63 | 66 | — | |
| IMRNNsBackbone=e5-large-v22026.01 | 74 | 88 | 70 | — | |
| e5-large-v2Backbone=e5-large-v22026.01 | 72 | 87 | 68 | — | |
| DIMECompression Ratio=20%2026.01 | 72 | 87 | 67 | — | |
| HypLayer Count=62026.01 | 72 | 62 | 60 | — | |
| DIMECompression Ratio=40%2026.01 | 70 | 87 | 65 | — | |
| IMRNNsBackbone=BGE2026.01 | 70 | 88 | 70 | — | |
| SearchAd2026.01 | 69 | 85 | 65 | — | |
| DIMECompression Ratio=60%2026.01 | 68 | 84 | 64 | — | |
| BGEBackbone=BGE2026.01 | 67 | 84 | 66 | — | |
| HypLayer Count=82026.01 | 65 | 81 | 68 | — | |
| HypLayer Count=22026.01 | 62 | 75 | 63 | — | |
| HypLayer Count=42026.01 | 61 | 63 | 68 | — | |
| DIMECompression Ratio=80%2026.01 | 60 | 78 | 55 | — | |
| BM252025.06 | — | — | — | 67.9 | |
| ContrieverTraining=Fine-Tuned2025.06 | — | — | — | 67.7 | |
| CSQE2025.06 | — | — | — | 69.6 | |
| HyDE2025.06 | — | — | — | 69.1 | |
| LameRBackbone=GPT-3.5-Turbo2025.06 | — | — | — | 73.5 | |
| MILLBackbone=GPT-3.5-Turbo2025.06 | — | — | — | 71.4 | |
| Query2Doc2025.06 | — | — | — | 68.6 | |
| ThinkQE2025.06 | — | — | — | 73.3 |