Enriched BERT Embeddings for Scholarly Publication Classification

arXiv:2405.04136v1 Announce Type: cross
Abstract: With the rapid expansion of academic literature and the proliferation of preprints, researchers face growing challenges in manually organizing and labeling large volumes of articles. The NSLP 2024 FoRC Shared Task I addresses this challenge organized as a competition. The goal is to develop a classifier capable of predicting one of 123 predefined classes from the Open Research Knowledge Graph (ORKG) taxonomy of research fields for a given article.This paper presents our results. Initially, we …

abstract academic articles arxiv bert challenge challenges classification classifier competition cs.ai cs.cl embeddings expansion face labeling literature publication researchers type