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Dataset for the "Effective Distributed Representations for Academic Expert Search" paper published at the SDP 2020 workshop of the EMNLP conference. Two .zip archives are provided: 1) papers_and_authors_source_csvs.zip : Contains papers.csv and authors.csv, which are CSV files with the source metadata for all the ~130k papers and ~68k authors used in the final version of the system. 2) faiss_indexes.zip : Contains all the pre-populated FAISS indexes with all the embedding variations we used in our research.
expert search, paper representations
expert search, paper representations
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 0 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Average | |
| influence This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | Average | |
| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
| views | 7 |

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