Datasets:
File size: 5,497 Bytes
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configs:
- config_name: corpus
data_files:
- split: NanoClimateFEVER
path: corpus/NanoClimateFEVER-*
- split: NanoDBPedia
path: corpus/NanoDBPedia-*
- split: NanoFEVER
path: corpus/NanoFEVER-*
- split: NanoFiQA2018
path: corpus/NanoFiQA2018-*
- split: NanoHotpotQA
path: corpus/NanoHotpotQA-*
- split: NanoMSMARCO
path: corpus/NanoMSMARCO-*
- split: NanoNFCorpus
path: corpus/NanoNFCorpus-*
- split: NanoNQ
path: corpus/NanoNQ-*
- split: NanoQuoraRetrieval
path: corpus/NanoQuoraRetrieval-*
- split: NanoSCIDOCS
path: corpus/NanoSCIDOCS-*
- split: NanoArguAna
path: corpus/NanoArguAna-*
- split: NanoSciFact
path: corpus/NanoSciFact-*
- split: NanoTouche2020
path: corpus/NanoTouche2020-*
- config_name: queries
data_files:
- split: NanoClimateFEVER
path: queries/NanoClimateFEVER-*
- split: NanoDBPedia
path: queries/NanoDBPedia-*
- split: NanoFEVER
path: queries/NanoFEVER-*
- split: NanoFiQA2018
path: queries/NanoFiQA2018-*
- split: NanoHotpotQA
path: queries/NanoHotpotQA-*
- split: NanoMSMARCO
path: queries/NanoMSMARCO-*
- split: NanoNFCorpus
path: queries/NanoNFCorpus-*
- split: NanoNQ
path: queries/NanoNQ-*
- split: NanoQuoraRetrieval
path: queries/NanoQuoraRetrieval-*
- split: NanoSCIDOCS
path: queries/NanoSCIDOCS-*
- split: NanoArguAna
path: queries/NanoArguAna-*
- split: NanoSciFact
path: queries/NanoSciFact-*
- split: NanoTouche2020
path: queries/NanoTouche2020-*
- config_name: qrels
data_files:
- split: NanoClimateFEVER
path: qrels/NanoClimateFEVER-*
- split: NanoDBPedia
path: qrels/NanoDBPedia-*
- split: NanoFEVER
path: qrels/NanoFEVER-*
- split: NanoFiQA2018
path: qrels/NanoFiQA2018-*
- split: NanoHotpotQA
path: qrels/NanoHotpotQA-*
- split: NanoMSMARCO
path: qrels/NanoMSMARCO-*
- split: NanoNFCorpus
path: qrels/NanoNFCorpus-*
- split: NanoNQ
path: qrels/NanoNQ-*
- split: NanoQuoraRetrieval
path: qrels/NanoQuoraRetrieval-*
- split: NanoSCIDOCS
path: qrels/NanoSCIDOCS-*
- split: NanoArguAna
path: qrels/NanoArguAna-*
- split: NanoSciFact
path: qrels/NanoSciFact-*
- split: NanoTouche2020
path: qrels/NanoTouche2020-*
- config_name: bm25
data_files:
- split: NanoArguAna
path: bm25/NanoArguAna-*
- split: NanoClimateFEVER
path: bm25/NanoClimateFEVER-*
- split: NanoDBPedia
path: bm25/NanoDBPedia-*
- split: NanoFEVER
path: bm25/NanoFEVER-*
- split: NanoFiQA2018
path: bm25/NanoFiQA2018-*
- split: NanoHotpotQA
path: bm25/NanoHotpotQA-*
- split: NanoMSMARCO
path: bm25/NanoMSMARCO-*
- split: NanoNFCorpus
path: bm25/NanoNFCorpus-*
- split: NanoNQ
path: bm25/NanoNQ-*
- split: NanoQuoraRetrieval
path: bm25/NanoQuoraRetrieval-*
- split: NanoSCIDOCS
path: bm25/NanoSCIDOCS-*
- split: NanoSciFact
path: bm25/NanoSciFact-*
- split: NanoTouche2020
path: bm25/NanoTouche2020-*
---
🚧 This dataset is currently under construction. Specifications may change.
# NanoBEIR-en (with bm25 subset)
A BM25-first retrieval subset derived from [sentence-transformers/NanoBEIR-en](https://huggingface.co/datasets/sentence-transformers/NanoBEIR-en) for reproducible NanoBEIR evaluation.
## What this dataset is
- Language: `en`
- BM25 top-k: `100`
- Number of evaluation splits: `13`
- This folder contains generated BM25 retrieval results and reproducibility metadata.
## Data structure
- `corpus`: `_id`, `text`
- `queries`: `_id`, `text`
- `qrels`: `query-id`, `corpus-id`, `score`
- `bm25`: `query-id`, `corpus-ids` (A bm25 subset is included for first-stage retrieval and reranking experiments.)
## BM25 baseline scores
| Scope | nDCG@10 | nDCG@100 |
|---|---:|---:|
| 13-split average | 0.5736 | 0.6082 |
## Selected BM25 algorithm
| Item | Value |
|---|---|
| Mode | `nltk_stem` |
| Details | NLTK snowball stemming |
## Subset names
- Split names: `NanoArguAna`, `NanoClimateFEVER`, `NanoDBPedia`, `NanoFEVER`, `NanoFiQA2018`, `NanoHotpotQA`, `NanoMSMARCO`, `NanoNFCorpus`, `NanoNQ`, `NanoQuoraRetrieval`, `NanoSCIDOCS`, `NanoSciFact`, `NanoTouche2020`
- Config names in this output folder: `bm25`
## BM25 split-level baseline (`nDCG`)
| Split | nDCG@10 | nDCG@100 |
|---|---:|---:|
| `NanoArguAna` | 0.4276 | 0.4953 |
| `NanoClimateFEVER` | 0.3285 | 0.3831 |
| `NanoDBPedia` | 0.6140 | 0.6694 |
| `NanoFEVER` | 0.8215 | 0.8336 |
| `NanoFiQA2018` | 0.4118 | 0.4557 |
| `NanoHotpotQA` | 0.8464 | 0.8608 |
| `NanoMSMARCO` | 0.5404 | 0.5968 |
| `NanoNFCorpus` | 0.3417 | 0.2454 |
| `NanoNQ` | 0.5200 | 0.5546 |
| `NanoQuoraRetrieval` | 0.8314 | 0.8551 |
| `NanoSCIDOCS` | 0.3298 | 0.4416 |
| `NanoSciFact` | 0.7359 | 0.7541 |
| `NanoTouche2020` | 0.7082 | 0.7611 |
## Upstream source
- Original dataset: [sentence-transformers/NanoBEIR-en](https://huggingface.co/datasets/sentence-transformers/NanoBEIR-en)
## License
Same as the upstream dataset. Follow upstream licensing and attribution requirements.
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