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Natural Language Processing (NLP) has transformed the financial industry, enabling advancements in areas such as textual analysis, risk management, and forecasting. Large language models (LLMs) like BloombergGPT and FinMA have set new…

Computation and Language · Computer Science 2025-12-08 Jawad Ibn Ahad , Muhammad Rafsan Kabir , Robin Krambroeckers , Sifat Momen , Nabeel Mohammed , Shafin Rahman

Climate Finance Bench introduces an open benchmark that targets question-answering over corporate climate disclosures using Large Language Models. We curate 33 recent sustainability reports in English drawn from companies across all 11 GICS…

Computation and Language · Computer Science 2025-05-30 Rafik Mankour , Yassine Chafai , Hamada Saleh , Ghassen Ben Hassine , Thibaud Barreau , Peter Tankov

In the evolving field of corporate sustainability, analyzing unstructured Environmental, Social, and Governance (ESG) reports is a complex challenge due to their varied formats and intricate content. This study introduces an innovative…

Computation and Language · Computer Science 2024-01-09 Jiahui Peng , Jing Gao , Xin Tong , Jing Guo , Hang Yang , Jianchuan Qi , Ruiqiao Li , Nan Li , Ming Xu

As Large Language Models (LLMs) rise in popularity, it is necessary to assess their capability in critically relevant domains. We present a comprehensive evaluation framework, grounded in science communication research, to assess LLM…

Language is the medium for many political activities, from campaigns to news reports. Natural language processing (NLP) uses computational tools to parse text into key information that is needed for policymaking. In this chapter, we…

Computation and Language · Computer Science 2023-02-08 Zhijing Jin , Rada Mihalcea

In recent years, climate change repercussions have increasingly captured public interest. Consequently, corporations are emphasizing their environmental efforts in sustainability reports to bolster their public image. Yet, the absence of…

Computation and Language · Computer Science 2024-11-26 Avalon Vinella , Margaret Capetz , Rebecca Pattichis , Christina Chance , Reshmi Ghosh , Kai-Wei Chang

The world is facing a multitude of challenges that hinder the development of human civilization and the well-being of humanity on the planet. The Sustainable Development Goals (SDGs) were formulated by the United Nations in 2015 to address…

Computation and Language · Computer Science 2025-06-09 Francesco Invernici , Francesca Curati , Jelena Jakimov , Amirhossein Samavi , Anna Bernasconi

As we enter the UN Decade on Ecosystem Restoration, creating effective incentive structures for forest and landscape restoration has never been more critical. Policy analysis is necessary for policymakers to understand the actors and rules…

Computation and Language · Computer Science 2022-01-19 Jordi Planas , Daniel Firebanks-Quevedo , Galina Naydenova , Ramansh Sharma , Cristina Taylor , Kathleen Buckingham , Rong Fang

Access to credible sustainability information in the fashion industry remains limited and challenging to interpret, despite growing public and regulatory demands for transparency. General-purpose language models often lack domain-specific…

Machine Learning · Computer Science 2025-10-27 Daphne Theodorakopoulos , Elisabeth Eberling , Miriam Bodenheimer , Sabine Loos , Frederic Stahl

The growing demand for corporate sustainability transparency, particularly under new regulations like the EU Taxonomy, necessitates precise data extraction from large, unstructured corporate reports, a task for which Large Language Models…

Information Retrieval · Computer Science 2025-10-10 Mohammed Ali , Abdelrahman Abdallah , Adam Jatowt

Twitter is a microblogging service for sending short, public text messages (tweets) that has recently received more attention in scientific comunity. In the works of Sasaki et al. (2010) and Earle et al., (2011) the authors explored the…

Computation and Language · Computer Science 2023-04-18 José Augusto Proença Maia Devienne

The growing importance of environmental, social, and governance data in regulatory and investment contexts has increased the need for accurate, interpretable, and internationally aligned representations of non-financial risks, particularly…

Computation and Language · Computer Science 2025-09-16 Tsuyoshi Iwata , Guillaume Comte , Melissa Flores , Ryoma Kondo , Ryohei Hisano

Climate change impacts a broad spectrum of human resources and activities, necessitating the use of climate models to project long-term effects and inform mitigation and adaptation strategies. These models generate multiple datasets by…

Advances in Natural Language Processing (NLP) have the potential to transform HR processes, from recruitment to employee management. While recent breakthroughs in NLP have generated significant interest in its industrial applications, a…

Computation and Language · Computer Science 2025-03-26 Naoki Otani , Nikita Bhutani , Estevam Hruschka

This paper explores the application of Natural Language Processing (NLP) in financial risk detection. By constructing an NLP-based financial risk detection model, this study aims to identify and predict potential risks in financial…

Risk Management · Quantitative Finance 2024-06-21 Liyang Wang , Yu Cheng , Ao Xiang , Jingyu Zhang , Haowei Yang

With the rapid rise of InsurTech, traditional insurance companies are increasingly exploring alternative data sources and advanced technologies to sustain their competitive edge. This paper provides both a conceptual overview and practical…

Computation and Language · Computer Science 2025-12-19 Panyi Dong , Zhiyu Quan

We present Deep Search DocQA. This application enables information extraction from documents via a question-answering conversational assistant. The system integrates several technologies from different AI disciplines consisting of document…

Climate change is a pressing global concern for governments, corporations, and citizens alike. This concern underscores the necessity for these entities to accurately assess the climate impact of manufacturing goods and providing services.…

Computers and Society · Computer Science 2024-09-09 Ajay Chatterjee , Srikanth Ranganathan

Climate change is a major socio-scientific issue shapes public decision-making and policy discussions. As large language models (LLMs) increasingly serve as an interface for accessing climate knowledge, whether existing benchmarks reflect…

Computation and Language · Computer Science 2026-03-30 Oucheng Liu , Lexing Xie , Jing Jiang

The utility and power of Natural Language Processing (NLP) seems destined to change our technological society in profound and fundamental ways. However there are, to date, few accessible descriptions of the science of NLP that have been…

Computation and Language · Computer Science 2012-09-28 Kevin Mote