Papers with Indexing
KenMeSH: Knowledge-enhanced End-to-end Biomedical Text Labelling (2022.acl-long)
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| Challenge: | Medical Subject Headings (MeSH) are manually assigned to every biomedical article to facilitate retrieval of relevant information. |
| Approach: | They propose a model that combines new text features with a dynamic knowledge-enhanced mask attention that integrates document features with MeSH label hierarchy and journal correlation features to index MeSH terms. |
| Outcome: | The proposed model achieves state-of-the-art on a number of measures. |
Analyzing Vocabulary Commonality Index Using Large-scaled Database of Child Language Development (L18-1)
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| Challenge: | a vocabulary commonality index is used to investigate to what extent each child acquires common words during the early stages of lexical development. |
| Approach: | They propose a vocabulary commonality index to investigate to what extent each child acquires common words during the early stages of lexical development. |
| Outcome: | The proposed index can be used to understand to what extent each child acquires common words during the early stages of lexical development. |
We are Who We Cite: Bridges of Influence Between Natural Language Processing and Other Academic Fields (2023.emnlp-main)
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| Challenge: | In this paper, we quantify the degree of influence between 23 fields of study and NLP (on each other) |
| Approach: | They quantify the degree of influence between 23 fields of study and NLP on each other . they find that cross-field engagement of NLP has declined from 0.58 in 1980 to 0.31 in 2022 . |
| Outcome: | The proposed Citation Field Diversity Index (CFDI) has declined from 0.58 in 1980 to 0.31 in 2022, the authors show . |