The DELICES project: Indexing scientific literature through semantic expansion

06/28/2021
by   Florian Boudin, et al.
0

Scientific digital libraries play a critical role in the development and dissemination of scientific literature. Despite dedicated search engines, retrieving relevant publications from the ever-growing body of scientific literature remains challenging and time-consuming. Indexing scientific articles is indeed a difficult matter, and current models solely rely on a small portion of the articles (title and abstract) and on author-assigned keyphrases when available. This results in a frustratingly limited access to scientific knowledge. The goal of the DELICES project is to address this pitfall by exploiting semantic relations between scientific articles to both improve and enrich indexing. To this end, we will rely on the latest advances in semantic representations to both increase the relevance of keyphrases extracted from the documents, and extend indexing to new terms borrowed from semantically similar documents.

READ FULL TEXT

page 1

page 2

research
05/31/2018

Cascading Citation Expansion

Digital Science's Dimensions is envisaged as a next-generation research ...
research
09/28/2017

Towards a Semantic Search Engine for Scientific Articles

Because of the data deluge in scientific publication, finding relevant i...
research
11/26/2019

Doc2Vec on the PubMed corpus: study of a new approach to generate related articles

PubMed is the biggest and most used bibliographic database worldwide, ho...
research
04/08/2023

How Does Imperfect Automatic Indexing Affect Semantic Search Performance?

Documents in the health domain are often annotated with semantic concept...
research
11/05/2020

Semantic and Relational Spaces in Science of Science: Deep Learning Models for Article Vectorisation

Over the last century, we observe a steady and exponentially growth of s...
research
10/22/2020

A Joint Learning Approach based on Self-Distillation for Keyphrase Extraction from Scientific Documents

Keyphrase extraction is the task of extracting a small set of phrases th...
research
02/05/2016

How scientific literature has been evolving over the time? A novel statistical approach using tracking verbal-based methods

This paper provides a global vision of the scientific publications relat...

Please sign up or login with your details

Forgot password? Click here to reset