Data · dataset · 2022
Researcher data for pre-training
Listed in ScienceDB
Description
This data was extracted from the DBLP, ACM, and MAG digital library as the input of the researcher pre-training model RPT[1][2].This dataset contains a researcher semantic document set and a researcher community graph.--author_document_corpus.txtthe researcher semantic document set, where each line represents a researcher's semantic document set, including the researcher ID and document sequence separated by tab(\t), for example:a1 \t d1 \t d2 \t ... \t dm \na2 \t d1 \t d2 \t ... \t dn \n...--author_community.pklwhere the key is the researcher id, and the value includes two vectors of equal length, preserving the neighbor id and corresponding relation type index.
For example:{a1: ["neighbors": [a2, a4, a9, ..., a6], "relations": [0, 0, 1, ..., 2] ] a2: ...} [1] Qiao, Ziyue, et al. "RPT: Toward Transferable Model on Heterogeneous Researcher Data via Pre-Training." arXiv preprint arXiv:2110.07336 (2021).[2] github.com/joe817/RPT
Links
Where it is published
- DOI doi.org/10.11922/sciencedb.01504 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.11922%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.11922/sciencedb.01504 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |