Information Retrieval on NQ BEIR
62.76nDCG@10nomic (Our, LoRA)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| nomic (Our, LoRA)Adaptation=LoRA, Train set=Our2026.01 | 62.76 | — | |
| nomic (Original, LoRA)Adaptation=LoRA, Train set=Original2026.01 | 62.5 | — | |
| nomic (Original, 0-shot)Adaptation=0-shot, Train set=Original2026.01 | 59.73 | — | |
| gte (Mean-768) 0-shotAdaptation=0-shot, Train set=Original2026.01 | 52.84 | — | |
| gte (Our, MA)Adaptation=Matryoshka-Adaptor, Train set=Our2026.01 | 52.53 | — | |
| bge (Our, LoRA)Adaptation=LoRA, Train set=Our2026.01 | 52.47 | — | |
| gte (Original, MA)Adaptation=Matryoshka-Adaptor, Train set=Original2026.01 | 52.44 | — | |
| bge (Original, LoRA)Adaptation=LoRA, Train set=Original2026.01 | 52.26 | — | |
| gte (Our, LoRA)Adaptation=LoRA, Train set=Our2026.01 | 50.78 | — | |
| gte (Original, LoRA)Adaptation=LoRA, Train set=Original2026.01 | 43.62 | — | |
| BM25Adaptation=0-shot2026.01 | 32.9 | — | |
| Contriever (Mean-768) 0-shotAdaptation=0-shot, Train set=Original2026.01 | 25.37 | — | |
| Contriever (Our, TempR)Adaptation=TempRetriever, Train set=Our2026.01 | 21.18 | — | |
| Contriever (Original, TempR)Adaptation=TempRetriever, Train set=Original2026.01 | 20.01 | — | |
| Contriever (Our, LoRA)Adaptation=LoRA, Train set=Our2026.01 | 19.21 | — | |
| Contriever (Original, LoRA)Adaptation=LoRA, Train set=Original2026.01 | 17.76 | — | |
| Contriever (Our, MA)Adaptation=Matryoshka-Adaptor, Train set=Our2026.01 | 17.7 | — | |
| Contriever (Original, MA)Adaptation=Matryoshka-Adaptor, Train set=Original2026.01 | 17.51 | — | |
| Contriever (Our, TsR)Adaptation=Ts-Retriever, Train set=Our2026.01 | 15.22 | — | |
| Contriever (Original, TsR)Adaptation=Ts-Retriever, Train set=Original2026.01 | 10.71 | — | |
| BMPCorpus Size=2.7M2026.02 | — | 0.538 | |
| LSP/0Corpus Size=2.7M2026.02 | — | 0.534 | |
| SafeCorpus Size=2.7M2026.02 | — | 0.538 | |
| SeismicWaveCorpus Size=2.7M2026.02 | — | 0.538 | |
| SPCorpus Size=2.7M2026.02 | — | 0.539 |