Datasets:
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
expert-generated
Annotations Creators:
expert-generated
Tags:
License:
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This is a copy of the Cochrane dataset, except the input source documents of its validation
split have been replaced by a sparse retriever. The retrieval pipeline used:
- query: The
target
field of each example - corpus: The union of all documents in the
train
,validation
andtest
splits. A document is the concatenation of thetitle
andabstract
. - retriever: BM25 via PyTerrier with default settings
- top-k strategy:
"max"
, i.e. the number of documents retrieved,k
, is set as the maximum number of documents seen across examples in this dataset, in this casek==25
Retrieval results on the train
set:
Recall@100 | Rprec | Precision@k | Recall@k |
---|---|---|---|
0.7014 | 0.3841 | 0.1698 | 0.5471 |
Retrieval results on the validation
set:
Recall@100 | Rprec | Precision@k | Recall@k |
---|---|---|---|
0.7226 | 0.4023 | 0.1729 | 0.5676 |
Retrieval results on the test
set:
N/A. Test set is blind so we do not have any queries.
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