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IndicFinNLP
This repository contains dataset mentioned in the paper, "IndicFinNLP: Financial Natural Language Processing for Indian Languages" @ LREC-COLING 2024
Tasks:
Exaggerated Numeral Detection Sustainability Assessment, ESG Theme Determination Languages: Hindi, Bengali, Telugu
Source:
Budget speeches of Hindi, Bengali, and Telugu speaking states (Punjab, Uttarakhand, Haryana, West Bengal, Telangana, and Andhra Pradesh) starting from the year 2011 till 2023. Financial texts filtered from the Samanantar corpus (Rameshet al., TACL 2022). Translated the existing dataset proposed by Kangand El Maarouf (FinSim4-ESG FinNLP-2022) from English to Indian languages (Hindi, Bengali, and Telugu). Retained only the high quality ones. Translated the existing dataset proposed by Chen et al. 2023 (FinNLP-2023 ML-ESG) from English to Indian languages (Hindi, Bengali, and Telugu). Manually verified and corrected the translations wherever needed.
Resources
Task-1 Metadata
-------------------
| column name | explanation | example |
|---|---|---|
| indic | financial text in indic language | যা টাকায় ১০ কোটি টাকারও বেশি। |
| number_english | number present in indic text after translating it to English | 10 |
| number_indic | number present in indic text | ১০ |
| start_posn | starting position of the number in indic text | 9 |
| end_posn | ending position of the number in indic text | 11 |
| language | indic language in which the text is present (hindi/bengali/telugu) | bengali |
| magnitude | magnitude of the number | 1 |
Task-2 Metadata
-------------------
| column name | explanation | example |
|---|---|---|
| sentence_indic | financial text in indic language | 2019 में, हवाई यात्रा हमारे अपने कार्बन फुटप्रिंट का लगभग 38 प्रतिशत थी। |
| label | sustainable or unsustainable | unsustainable |
| language | indic language | hindi |
Task-3 Metadata
-------------------
| column name | explanation | example |
|---|---|---|
| URL | url of the news title | https://www.esgtoday.com/abn-amro-to-align-lending-investment-portfolios-with-net-zero/ |
| news_title_indic | news title in indic language | రుణాలను సమలేఖనం చేయడానికి, నికర సున్నాతో పెట్టుబడి దస్త్రాలను సమలేఖనం చేయడానికి ABN AMRO |
| ESG_Theme | ESG theme of the news title | climate change |
| language | indic language | telugu |
@INPROCEEDINGS{ghosh2024,
author={Ghosh, Sohom and Majhi, Arnab and Narayana, Aswartha and Naskar, Sudip Kumar},
booktitle={Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024)},
title={IndicFinNLP: Financial Natural Language Processing for Indian Languages},
month={05},
year={2024},
pages={9010–9018},
url={https://aclanthology.org/2024.lrec-main.789/}
}
license: cc-by-nc-sa-4.0
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