Constarium
← Search

Data · dataset · 2022

Datasets for NLPCC2022.SharedTask5.Track1

Listed in ScienceDB

In recent years, the indexing for scientific research literature is becoming more and more important with the increasing number of such literature in various fields.

Description

According to incomplete statistics, about 2.5 million research papers published from about 28100 journals every year. Search engines, digital libraries and citation indexes are widely used to search these documents and publications.

The intelligent classification of scientific research literature is helpful to improve the retrieval efficiency and quality of users. Hierarchical multi-label classification is a common method for indexing scientific research literature. For example, both arXiv and Microsoft Academic adopt this method.

Read the rest (1 more)

Moreover, hierarchical multi-label classification is also a challenging task in text classification.

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Linguistics 71% · Text 75%
Provenance · 1 source records, 11 field assertions
SourceKeyLast seenRaw
ScienceDB10.11922/sciencedb.j00104.0010010 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:group:4704enrichment · scidb cntaxonomy-embedding@1.0.0title+keywords+description (71%)
concepts[field].local:field:earth-environmentalmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:engineeringmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:humanitiesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:life-sciencesmapping · scidb cnconnector:scidb_cn@1.0.0
concepts[field].local:field:social-sciencemapping · scidb cnconnector:scidb_cn@1.0.0
concepts[modality].local:modality:textenrichment · scidb cnkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/description
license_textsource · scidb cnconnector:scidb_cn@1.0.0
publication_datesource · scidb cnconnector:scidb_cn@1.0.0
titlesource · scidb cnconnector:scidb_cn@1.0.0/metadata/dc/title