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ESGReveal is an innovative method proposed for efficiently extracting and analyzing Environmental, Social, and Governance (ESG) data from corporate reports, catering to the critical need for reliable ESG information retrieval. This approach…

Computation and Language · Computer Science 2024-01-01 Yi Zou , Mengying Shi , Zhongjie Chen , Zhu Deng , ZongXiong Lei , Zihan Zeng , Shiming Yang , HongXiang Tong , Lei Xiao , Wenwen Zhou

Environmental, Social, and Governance (ESG) reports are central to investment decision-making, yet their length, heterogeneous content, and lack of standardized structure make manual analysis costly and inconsistent. We present ESGLens, a…

Computation and Language · Computer Science 2026-04-23 Tsung-Yu Yang , Meng-Chi Chen

Over the last decade, several regulatory bodies have started requiring the disclosure of non-financial information from publicly listed companies, in light of the investors' increasing attention to Environmental, Social, and Governance…

Computation and Language · Computer Science 2024-01-17 Marco Bronzini , Carlo Nicolini , Bruno Lepri , Andrea Passerini , Jacopo Staiano

Context: Sustainable corporate behavior is increasingly valued by society and impacts corporate reputation and customer trust. Hence, companies regularly publish sustainability reports to shed light on their impact on environmental, social,…

Information Retrieval · Computer Science 2024-02-29 Jannik Fischbach , Max Adam , Victor Dzhagatspanyan , Daniel Mendez , Julian Frattini , Oleksandr Kosenkov , Parisa Elahidoost

With the ever-growing urgency of sustainability in the economy and society, and the massive stream of information that comes with it, consumers need reliable access to that information. To address this need, companies began publishing so…

Computation and Language · Computer Science 2026-04-01 Benjamin Josef Schüßler , Jakob Prange

Environmental, social, and governance (ESG) criteria are essential for evaluating corporate sustainability and ethical performance. However, professional ESG analysis is hindered by data fragmentation across unstructured sources, and…

Artificial Intelligence · Computer Science 2026-01-15 Yilei Zhao , Wentao Zhang , Lei Xiao , Yandan Zheng , Mengpu Liu , Wei Yang Bryan Lim

We present ESGBench, a benchmark dataset and evaluation framework designed to assess explainable ESG question answering systems using corporate sustainability reports. The benchmark consists of domain-grounded questions across multiple ESG…

Computation and Language · Computer Science 2025-11-21 Sherine George , Nithish Saji

This research investigates the classification of Environmental, Social, and Governance (ESG) information within textual disclosures. The aim is to develop and evaluate binary classification models capable of accurately identifying and…

Computation and Language · Computer Science 2024-10-02 Tin Yuet Chung , Majid Latifi

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

In the face of climate change, are companies really taking substantial steps toward more sustainable operations? A comprehensive answer lies in the dense, information-rich landscape of corporate sustainability reports. However, the sheer…

The integration of Environmental, Social, and Governance (ESG) factors into corporate decision-making is a fundamental aspect of sustainable finance. However, ensuring that business practices align with evolving regulatory frameworks…

Artificial Intelligence · Computer Science 2025-12-17 Mattia Birti , Andrea Maurino , Francesco Osborne

Environmental, social, and governance (ESG) reports are globally recognized as a keystone in sustainable enterprise development. However, current literature has not concluded the development of topics and trends in ESG contexts in the…

Computational Engineering, Finance, and Science · Computer Science 2025-10-28 Ziyuan Xia , Anchen Sun , Xiaodong Cai , Saixing Zeng

As corporate responsibility increasingly incorporates environmental, social, and governance (ESG) criteria, ESG reporting is becoming a legal requirement in many regions and a key channel for documenting sustainability practices and…

Computation and Language · Computer Science 2026-03-16 Siqi Sun , Ben Peng Wu , Mali Jin , Peizhen Bai , Hanpei Zhang , Xingyi Song

Environmental, Social, and Governance (ESG) reports are essential for evaluating sustainability practices, ensuring regulatory compliance, and promoting financial transparency. However, these documents are often lengthy, structurally…

Multimedia · Computer Science 2025-08-18 Lei Zhang , Xin Zhou , Chaoyue He , Di Wang , Yi Wu , Hong Xu , Wei Liu , Chunyan Miao

Climate change has increased demands for transparent and comparable corporate climate disclosures, yet imitation and symbolic reporting often undermine their value. This paper develops a multidimensional framework to assess disclosure…

Computation and Language · Computer Science 2025-10-03 Bertrand Kian Hassani , Yacoub Bahini , Rizwan Mushtaq

This paper introduces a novel approach to enhance Large Language Models (LLMs) with expert knowledge to automate the analysis of corporate sustainability reports by benchmarking them against the Task Force for Climate-Related Financial…

Climate change has intensified the need for transparency and accountability in organizational practices, making Environmental, Social, and Governance (ESG) reporting increasingly crucial. Frameworks like the Global Reporting Initiative…

Computation and Language · Computer Science 2025-05-30 Shafiuddin Rehan Ahmed , Ankit Parag Shah , Quan Hung Tran , Vivek Khetan , Sukryool Kang , Ankit Mehta , Yujia Bao , Wei Wei

We introduce ESGenius, a comprehensive benchmark for evaluating and enhancing the proficiency of Large Language Models (LLMs) in Environmental, Social, and Governance (ESG) and sustainability-focused question answering. ESGenius comprises…

Computation and Language · Computer Science 2026-03-09 Chaoyue He , Xin Zhou , Yi Wu , Xinjia Yu , Yan Zhang , Lei Zhang , Di Wang , Shengfei Lyu , Hong Xu , Xiaoqiao Wang , Wei Liu , Chunyan Miao

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…

Environmental Social Governance (ESG) is a widely used metric that measures the sustainability of a company practices. Currently, ESG is determined using self-reported corporate filings, which allows companies to portray themselves in an…

Social and Information Networks · Computer Science 2023-09-12 Aarav Patel , Peter Gloor
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