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Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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Semantic Shift NLP

Authors: Shaik, Irfan Haris;

Semantic Shift NLP

Abstract

This release provides a reproducible research pipeline for diachronic lexical semantic change detection using contextualized language models. Contents End-to-end preprocessing pipeline for temporally separated news corpora Target lexicon construction via frequency and stopword filtering Sentence-level context extraction Contextual embedding generation using BERT/DistilBERT Semantic drift quantification using cosine-based displacement metrics Ranked semantic shift outputs with qualitative analysis support Reproducibility All scripts, dependencies, and configurations required to reproduce the reported results are included in this release. The repository is structured to support extension to additional time slices, languages, and transformer architectures. Citation A CITATION.cff file is provided at the repository root for academic referencing.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average