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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…

计算与语言 · 计算机科学 2024-01-01 Yi Zou , Mengying Shi , Zhongjie Chen , Zhu Deng , ZongXiong Lei , Zihan Zeng , Shiming Yang , HongXiang Tong , Lei Xiao , Wenwen Zhou

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…

Environmental, Social, and Governance (ESG) reports have become central to how companies communicate climate risk, social impact, and governance practices, yet they are still published primarily as long, heterogeneous PDF documents. This…

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…

计算与语言 · 计算机科学 2025-10-03 Bertrand Kian Hassani , Yacoub Bahini , Rizwan Mushtaq

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…

计算与语言 · 计算机科学 2024-10-02 Tin Yuet Chung , Majid Latifi

Determining the sustainability impact of companies is a highly complex subject which has garnered more and more attention over the past few years. Today, investors largely rely on sustainability-ratings from established rating-providers in…

信息检索 · 计算机科学 2024-12-20 Fabian Billert , Stefan Conrad

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…

人工智能 · 计算机科学 2025-12-17 Mattia Birti , Andrea Maurino , Francesco Osborne

We examine whether large language models (LLMs) hold systematic beliefs about environmental, social, and governance (ESG) issues and how these beliefs compare with-and potentially influence-those of human market participants. Based on…

物理与社会 · 物理学 2026-01-06 Tong Li , Luping Yu

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…

人工智能 · 计算机科学 2026-01-15 Yilei Zhao , Wentao Zhang , Lei Xiao , Yandan Zheng , Mengpu Liu , Wei Yang Bryan Lim

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…

计算工程、金融与科学 · 计算机科学 2025-10-28 Ziyuan Xia , Anchen Sun , Xiaodong Cai , Saixing Zeng

Environmental, Social, and Governance (ESG) are non-financial factors that are garnering attention from investors as they increasingly look to apply these as part of their analysis to identify material risks and growth opportunities. Some…

计算与语言 · 计算机科学 2022-04-01 Srishti Mehra , Robert Louka , Yixun Zhang

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…

计算与语言 · 计算机科学 2026-04-01 Benjamin Josef Schüßler , Jakob Prange

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…

社会与信息网络 · 计算机科学 2023-09-12 Aarav Patel , Peter Gloor

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,…

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…

计算与语言 · 计算机科学 2024-01-09 Jiahui Peng , Jing Gao , Xin Tong , Jing Guo , Hang Yang , Jianchuan Qi , Ruiqiao Li , Nan Li , Ming Xu

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…

计算与语言 · 计算机科学 2025-11-21 Sherine George , Nithish Saji

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…

计算与语言 · 计算机科学 2026-04-23 Tsung-Yu Yang , Meng-Chi Chen

Environmental, social, and governance (ESG) factors are widely adopted as higher investment return indicators. Accordingly, ongoing efforts are being made to automate ESG evaluation with language models to extract signals from massive web…

计算与语言 · 计算机科学 2024-03-25 Hyo Jeong Yun , Chanyoung Kim , Moonjeong Hahm , Kyuri Kim , Guijin Son

Environmental, Social, and Governance (ESG) data provides non-financial insights into corporations. In this study, we aim to identify relevant ESG raw variables to assess financial risk, measured by logarithmic volatility of return. We…

风险管理 · 定量金融 2026-05-05 Zhi Chen , Zachary Feinstein , Ionut Florescu

In the context of global sustainability mandates, corporate carbon disclosure has emerged as a critical mechanism for aligning business strategy with environmental responsibility. The Carbon Disclosure Project (CDP) hosts the world's…

计算机与社会 · 计算机科学 2025-11-04 Haotian Hang , Yueyang Shen , Vicky Zhu , Jose Cruz , Michelle Li
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