Datasets:
Inspec Benchmark Dataset for Keyphrase Generation
About
Inspec is a dataset for benchmarking keyphrase extraction and generation models. The dataset is composed of 2,000 abstracts of scientific papers collected from the Inspec database. Keyphrases were annotated by professional indexers in an uncontrolled setting, that is, they are not limited to entries in a thesaurus. Details about the inspec dataset can be found in the original paper:
- Anette Hulth. 2003. Improved automatic keyword extraction given more linguistic knowledge. In Proceedings of the 2003 Conference on Empirical Methods in Natural Language Processing, pages 216-223.
Content
The dataset is divided into the following three splits:
| Split | # documents |
|---|---|
| Train | 1,000 |
| Test | 500 |
| Validation | 500 |
The following data fields are available :
- id: unique identifier of the document.
- title: title of the document.
- abstract: abstract of the document.
- keyphrases: list of reference keyphrases (uncontrolled).