Datasets:
Tasks:
Summarization
Sub-tasks:
news-articles-summarization
Languages:
English
Multilinguality:
monolingual
Size Categories:
10K<n<100K
Language Creators:
expert-generated
Annotations Creators:
expert-generated
Source Datasets:
original
Tags:
License:
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This is a copy of the Multi-News dataset, except the input source documents of its test
split have been replaced by a dense retriever. The retrieval pipeline used:
- query: The
summary
field of each example - corpus: The union of all documents in the
train
,validation
andtest
splits - retriever:
facebook/contriever-msmarco
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==10
Retrieval results on the train
set:
Recall@100 | Rprec | Precision@k | Recall@k |
---|---|---|---|
0.8661 | 0.6867 | 0.2118 | 0.7966 |
Retrieval results on the validation
set:
Recall@100 | Rprec | Precision@k | Recall@k |
---|---|---|---|
0.8626 | 0.6859 | 0.2083 | 0.7949 |
Retrieval results on the test
set:
Recall@100 | Rprec | Precision@k | Recall@k |
---|---|---|---|
0.8625 | 0.6927 | 0.2096 | 0.7971 |
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