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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
Claim

UGSC Multilingual Sentiment Dataset for Sustainable Mobility

Research datakeyboard_double_arrow_right Dataset 25 Mar 2026Publisher:Zenodo
Authors: serna;

doi: 10.5281/zenodo.15085522

UGSC Multilingual Sentiment Dataset for Sustainable Mobility

Abstract

This dataset contains the multilingual version of the User Gold Standard Corpus (UGSC) used in the study “Cross-Lingual Sentiment Classification in Sustainable Mobility: A Zero-Shot Evaluation Framework”.It includes sentence-aligned translations into five languages (English, Spanish, French, German, and Italian) and classification results using a pre-trained XLM-RoBERTa model.The dataset supports reproducible evaluation of multilingual sentiment models and contributes to research in transport-related NLP applications.

Keywords

Multilingual NLP, Sentiment Analysis, Sustainable Mobility, User-Generated Content, Zero-Shot Learning, Cross-Lingual Evaluation, NLP for Transport

  • BIP!
    Impact byBIP!
    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).
    		 0
    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.
    		 Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    		 Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
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