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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

In this paper, we examine the materiality of ESG on country creditworthiness from a credit risk and fundamental analysis viewpoint. We first determine the ESG indicators that are most relevant when it comes to explaining the sovereign bond…

Pricing of Securities · Quantitative Finance 2021-10-25 Raphaël Semet , Thierry Roncalli , Lauren Stagnol

The ability to track large-scale events as they happen is essential for understanding them and coordinating reactions in an appropriate and timely manner. This is true, for example, in emergency management and decision-making support, where…

Computers and Society · Computer Science 2022-06-28 Carlo Bono , Barbara Pernici

According to behavioral finance, stock market returns are influenced by emotional, social and psychological factors. Several recent works support this theory by providing evidence of correlation between stock market prices and collective…

Methodology · Statistics 2017-06-13 Fani Tsapeli , Mirco Musolesi , Peter Tino

The popularity of social media influencers (SMI) as a means for businesses and causes to engage with the public and develop followers is undeniable. However, the use of SMI have been scrutinized due to various scandals that reflect poorly…

General Economics · Economics 2024-06-07 Shawn Berry

Online discourse covers a wide range of topics and many actors tailor their content to impact online discussions through carefully crafted messages and targeted campaigns. Yet the scale and diversity of online media content make it…

Social and Information Networks · Computer Science 2023-03-30 Tristan J. B. Cann , Ben Dennes , Travis Coan , Saffron O'Neill , Hywel T. P. Williams

It is part of our daily social-media experience that seemingly ordinary items (videos, news, publications, etc.) unexpectedly gain an enormous amount of attention. Here we investigate how unexpected these events are. We propose a method…

Physics and Society · Physics 2014-12-09 José M. Miotto , Eduardo G. Altmann

Social media has become an important tool to share information about crisis events such as natural disasters and mass attacks. Detecting actionable posts that contain useful information requires rapid analysis of huge volume of data in…

Computation and Language · Computer Science 2020-11-03 Evangelia Spiliopoulou , Salvador Medina Maza , Eduard Hovy , Alexander Hauptmann

Environmental, Social, and Governance (ESG) datasets are frequently plagued by significant data gaps, leading to inconsistencies in ESG ratings due to varying imputation methods. This paper explores the application of established machine…

Machine Learning · Computer Science 2024-07-30 Sergio Caprioli , Jacopo Foschi , Riccardo Crupi , Alessandro Sabatino

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

Public product launches in Artificial Intelligence can serve as focusing events for collective attention, surfacing how societies react to technological change. Social media provide a window into the sensemaking around these events,…

Computers and Society · Computer Science 2026-03-31 Adrian Rauchfleisch , Joshua Philip Suarez , Nikka Marie Sales , Andreas Jungherr

Social media users post content on various topics. A defining feature of social media is that other users can provide feedback -- called community feedback -- to their content in the form of comments, replies, and retweets. We hypothesize…

Social and Information Networks · Computer Science 2021-03-09 David Ifeoluwa Adelani , Ryota Kobayashi , Ingmar Weber , Przemyslaw A. Grabowicz

Twitter accounts have already been used in many scientometric studies, but the meaningfulness of the data for societal impact measurements in research evaluation has been questioned. Earlier research focused on social media counts and…

Digital Libraries · Computer Science 2019-04-16 Robin Haunschild , Loet Leydesdorff , Lutz Bornmann , Iina Hellsten , Werner Marx

Individuals invest in Environmental-Social-Governance (ESG)-assets not only because of (higher) expected returns but also driven by ethical and social considerations. Less is known about ESG-conscious investor subjective beliefs about…

General Economics · Economics 2022-06-30 Pavel Ciaian , Andrej Cupak , Pirmin Fessler , d'Artis Kancs

This study examines the use of evidence in policymaking by analysing a range of journal and article attributes, as well as online engagement metrics. It employs a large-scale citation analysis of nearly 150,000 articles covering diverse…

Digital Libraries · Computer Science 2025-04-29 Pablo Dorta-González

Each year, significant investment of time and resources is made to improve diversity within engineering across a range of federal and state agencies, private/not-for-profit organizations, and foundations. In spite of decades of investments,…

Social and Information Networks · Computer Science 2018-05-08 Aqdas Malik , Aditya Johri , Rajat Handa , Habib Karbasian , Hemant Purohit

Nowadays, many platforms on the Web offer organized events, allowing users to be organizers or participants. For such platforms, it is beneficial to predict potential event participants. Existing work on this problem tends to borrow…

Machine Learning · Computer Science 2023-10-03 Yihong Zhang , Takahiro Hara

Despite the significant efforts made by the research community in recent years, automatically acquiring valuable information about high impact-events from social media remains challenging. We present EviDense, a graph-based approach for…

Social and Information Networks · Computer Science 2019-12-09 Oana Balalau , Carlos Castillo , Mauro Sozio

Socio-linguistic indicators of affectively-relevant phenomena, such as emotion or sentiment, are often extracted from text to better understand features of human-computer interactions, including on social media. However, an indicator that…

Machine Learning · Computer Science 2025-11-24 Keith Burghardt , Daniel M. T. Fessler , Chyna Tang , Anne Pisor , Kristina Lerman

Environment, Social, and Governance (ESG) KPIs assess an organization's performance on issues such as climate change, greenhouse gas emissions, water consumption, waste management, human rights, diversity, and policies. ESG reports convey…

Computation and Language · Computer Science 2024-10-01 Lokesh Mishra , Sohayl Dhibi , Yusik Kim , Cesar Berrospi Ramis , Shubham Gupta , Michele Dolfi , Peter Staar
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