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Related papers: Actors, Frames and Arguments: A Multi-Decade Compu…

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Accurately simulating human opinion dynamics is crucial for understanding a variety of societal phenomena, including polarization and the spread of misinformation. However, the agent-based models (ABMs) commonly used for such simulations…

In recent years, the idea of formalising and modelling fairness for algorithmic decision making (ADM) has advanced to a point of sophisticated specialisation. However, the relations between technical (formalised) and ethical discourse on…

Machine Learning · Computer Science 2022-03-14 Pola Schwöbel , Peter Remmers

Computational approaches have previously shown various promises and pitfalls when it comes to the reliable identification of media frames. Generative LLMs like GPT and Claude are increasingly being used as content analytical tools, but how…

Computation and Language · Computer Science 2025-11-25 Sharaj Kunjar , Alyssa Hasegawa Smith , Tyler R Mckenzie , Rushali Mohbe , Samuel V Scarpino , Brooke Foucault Welles

Natural language processing (NLP) has been widely used in quantitative finance, but traditional methods often struggle to capture rich narratives in corporate disclosures, leaving potentially informative signals under-explored. Large…

Computational Engineering, Finance, and Science · Computer Science 2026-03-17 Chanyeol Choi , Yoon Kim , Yu Yu , Young Cha , V. Zach Golkhou , Igor Halperin , Georgios Papaioannou , Minkyu Kim , Zhangyang Wang , Jihoon Kwon , Minjae Kim , Alejandro Lopez-Lira , Yongjae Lee

Codebooks are central to framing research, providing theoretically grounded criteria for analyzing news content. While traditionally codebooks are built from theoretical frameworks and researchers' knowledge, applying these codebooks to…

Human-Computer Interaction · Computer Science 2026-04-22 Diego Gomez-Zara , Hernán Valdivieso , Jorge Pérez , Denis Parra , Sebastián Valenzuela

As financial institutions increasingly adopt Large Language Models (LLMs), rigorous domain-specific evaluation becomes critical for responsible deployment. This paper presents a comprehensive benchmark evaluating 23 state-of-the-art LLMs on…

Computation and Language · Computer Science 2025-09-23 Pranam Shetty , Abhisek Upadhayaya , Parth Mitesh Shah , Srikanth Jagabathula , Shilpi Nayak , Anna Joo Fee

Carbon footprint accounting is crucial for quantifying greenhouse gas emissions and achieving carbon neutrality.The dynamic nature of processes, accounting rules, carbon-related policies, and energy supply structures necessitates real-time…

Information Retrieval · Computer Science 2024-08-21 Haijin Wang , Mianrong Zhang , Zheng Chen , Nan Shang , Shangheng Yao , Fushuan Wen , Junhua Zhao

Large language models (LLMs) often generate content that contains factual errors when responding to fact-seeking prompts on open-ended topics. To benchmark a model's long-form factuality in open domains, we first use GPT-4 to generate…

Computation and Language · Computer Science 2024-11-08 Jerry Wei , Chengrun Yang , Xinying Song , Yifeng Lu , Nathan Hu , Jie Huang , Dustin Tran , Daiyi Peng , Ruibo Liu , Da Huang , Cosmo Du , Quoc V. Le

This paper develops a multilayer network approach for exploring the evolution of scientific disciplines, using the case of economics before and after the 2008 global financial crisis as a large-scale empirical testing ground. The units of…

General Economics · Economics 2026-04-28 Alberto Baccini , Lucio Barabesi , Carlo Debernardi

Social networks have a community providing feedback on comments that allows to identify opinion leaders and users whose positions are unwelcome. Other platforms are not backed by such tools. Having a picture of the community's reactions to…

Artificial Intelligence · Computer Science 2017-11-30 Dario De Nart , Dante Degl'Innocenti , Marco Pavan

In the current media landscape, understanding the framing of information is crucial for critical consumption and informed decision making. Framing analysis is a valuable tool for identifying the underlying perspectives used to present…

Human-Computer Interaction · Computer Science 2024-09-20 David Alonso del Barrio , Max Tiel , Daniel Gatica-Perez

This paper introduces Fortune Analytics Language Model (FALM). FALM empowers users with direct access to comprehensive business analysis, including market trends, company performance metrics, and expert insights. Unlike generic LLMs, FALM…

InfluenceMap's LobbyMap Platform monitors the climate policy engagement of over 500 companies and 250 industry associations, assessing each entity's support or opposition to science-based policy pathways for achieving the Paris Agreement's…

Computation and Language · Computer Science 2025-09-12 Imene Kolli , Ario Saeid Vaghefi , Chiara Colesanti Senni , Shantam Raj , Markus Leippold

Climate policy and legislation has a significant influence on both domestic and global responses to the pressing environmental challenges of our time. The effectiveness of such climate legislation is closely tied to the complex dynamics…

Physics and Society · Physics 2025-05-16 Andrew Jacoby , Samiran Ghosh , Malay Banerjee , Aditi Ghosh , Padmanabhan Seshaiyer

Who is the US President? The answer changes depending on when the question is asked. While large language models (LLMs) are evaluated on various reasoning tasks, they often miss a crucial dimension: time. In real-world scenarios, the…

Computation and Language · Computer Science 2025-05-16 David Herel , Vojtech Bartek , Jiri Jirak , Tomas Mikolov

Language models (LMs) are increasingly being used in open-ended contexts, where the opinions reflected by LMs in response to subjective queries can have a profound impact, both on user satisfaction, as well as shaping the views of society…

Computation and Language · Computer Science 2023-03-31 Shibani Santurkar , Esin Durmus , Faisal Ladhak , Cinoo Lee , Percy Liang , Tatsunori Hashimoto

Metaphors fundamentally shape how we reason about complex issues like artificial intelligence, yet current approaches to metaphor analysis in political discourse suffer from inconsistent definitions and methodologies. This paper introduces…

Computers and Society · Computer Science 2026-03-19 Daniel Stone

Over the recent years, large pretrained language models (LM) have revolutionized the field of natural language processing (NLP). However, while pretraining on general language has been shown to work very well for common language, it has…

Computation and Language · Computer Science 2022-12-20 Nicolas Webersinke , Mathias Kraus , Julia Anna Bingler , Markus Leippold

Social media platforms like YouTube and Twitter play a key role in disseminating both reliable and unreliable information about climate change. This study analyses the topology of interactions in Twitter and their relation to cross-platform…

Physics and Society · Physics 2025-09-01 Aleix Bassolas , Joan Massachs , Emanuele Cozzo , Julian Vicens

Financial sentiment analysis refers to classifying financial text contents into sentiment categories (e.g. positive, negative, and neutral). In this paper, we focus on the classification of financial news title, which is a challenging task…

Computation and Language · Computer Science 2024-01-11 Wei Luo , Dihong Gong