This dataset supports the research paper "Sentiment Analysis for Konkani using Zero-Shot Marathi Trained Neural Network Model" published at ICON 2024. It includes English sentences with their translations in Konkani and Marathi, along with human-validated sentiment labels (positive, negative, neutral).

It enables multilingual and zero-shot sentiment analysis, particularly for under-resourced languages like Konkani.

🗂 Dataset Columns

Column	Description
Sentence	English input sentence
Konkani Translation	Machine translation of the sentence in Konkani
Marathi Translation	Machine translation of the sentence in Marathi
Human Validation of Sentiment	Sentiment label (`positive`, `negative`, `neutral`)

🧪 Sample Data

Sentence	Konkani	Marathi	Sentiment
This product is cheaply made...	हें उत्पादन सवाय त्यार...	हे उत्पादन स्वस्तात त्यार...	negative
This has been happening...	फाटल्या म्हयन्या सावन...	गेल्या मुहीन्यापासून हे घडत आहे...	negative

🧑‍🔬 Use Cases

Multilingual Sentiment Classification
Cross-lingual NLP and Zero-shot Learning
Low-Resource Language Dataset Generation
Transfer Learning between Related Languages

📜 Related Paper

This dataset is part of the work published as:

Ghosarwadkar et al. (2024) Sentiment Analysis for Konkani using Zero-Shot Marathi Trained Neural Network Model In: Proceedings of the 21st International Conference on Natural Language Processing (ICON), NLP Association of India (NLPAI), pp. 569–575. URL: https://aclanthology.org/2024.icon-1.66/

📁 Citation

@inproceedings{m-ghosarwadkar-etal-2024-sentiment,
    title = "Sentiment Analysis for {K}onkani using Zero-Shot {M}arathi Trained Neural Network Model",
    author = "M. Ghosarwadkar, Rohit  and
      Rodrigues, Seamus Fred  and
      Bhagat, Pradnya  and
      Abranches, Alvyn  and
      Korkankar, Pratik Deelip  and
      Pawar, Jyoti",
    editor = "Lalitha Devi, Sobha  and
      Arora, Karunesh",
    booktitle = "Proceedings of the 21st International Conference on Natural Language Processing (ICON)",
    month = dec,
    year = "2024",
    address = "AU-KBC Research Centre, Chennai, India",
    publisher = "NLP Association of India (NLPAI)",
    url = "https://aclanthology.org/2024.icon-1.66/",
    pages = "569--575"
}

⚖️ License

This dataset is released under the Creative Commons Attribution 4.0 International License (CC BY 4.0). Users are free to share, adapt, and use the dataset commercially, provided appropriate credit is given. Please cite the accompanying paper:

Ghosarwadkar et al. (2024). Sentiment Analysis for Konkani using Zero-Shot Marathi Trained Neural Network Model. ICON 2024. https://aclanthology.org/2024.icon-1.66/

More on the license: https://creativecommons.org/licenses/by/4.0/

🙏 Acknowledgements

This dataset was created as part of the research efforts by Rohit M. Ghosarwadkar, Vaishnavi Ghosarwadkar, Seamus Fred Rodrigues.

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