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Federal agencies are deploying large language models (LLMs) to categorize public comment corpora, where the model's organization of the record shapes what policymakers see and which arguments register. Standard evaluation, anchored on…

人工智能 · 计算机科学 2026-05-29 Aisha Najera , Alvin Moon , Vedant Srinivasan , Rajesh Veeraraghavan

We study a budget aggregation setting where voters express their preferred allocation of a fixed budget over a set of alternatives, and a mechanism aggregates these preferences into a single output allocation. Motivated by scenarios in…

计算机科学与博弈论 · 计算机科学 2025-05-12 Ulrike Schmidt-Kraepelin , Warut Suksompong , Markus Utke

Group Decision-Making (GDM) plays a crucial role in various real-life scenarios where individuals express their opinions in natural language rather than structured numerical values. Traditional GDM approaches often overlook the subjectivity…

人机交互 · 计算机科学 2025-10-16 Adilet Yerkin , Pakizar Shamoi

Central Banks interventions are frequent in response to exogenous events with direct implications on financial market volatility. In this paper, we introduce the Asymmetric Jump Multiplicative Error Model (AJM), which accounts for a…

综合经济学 · 经济学 2023-05-23 Giampiero M. Gallo , Demetrio Lacava , Edoardo Otranto

We investigate quotation and transaction activities in the foreign exchange market for every week during the period of June 2007 to December 2010. A scaling relationship between the mean values of number of quotations (or number of…

统计金融 · 定量金融 2012-04-03 Aki-Hiro Sato , Takaki Hayashi , Janusz A. Hołyst

We attempt to reconcile Gabaix and Koijen's (GK) recent Inelastic Market Hypothesis (IMH) with the order-driven view of markets that emerged within the microstructure literature in the past 20 years. We review the most salient empirical…

综合经济学 · 经济学 2022-01-12 Jean-Philippe Bouchaud

The world is evolving and so is the vocabulary used to discuss topics in speech. Analysing political speech data from more than 30 years requires the use of flexible topic models to uncover the latent topics and their change in prevalence…

统计方法学 · 统计学 2025-09-15 Jan Vávra , Bettina Grün , Paul Hofmarcher

This study provides the first comprehensive assessment of consistency and reproducibility in Large Language Model (LLM) outputs in finance and accounting research. We evaluate how consistently LLMs produce outputs given identical inputs…

综合金融 · 定量金融 2025-09-16 Julian Junyan Wang , Victor Xiaoqi Wang

As more and more data being created every day, all of it can help take better decisions with data analysis. It is not different from data generated in financial markets. Here we examine the process of how the global economy is affected by…

统计金融 · 定量金融 2021-01-12 Ujwal Kandi , Sasikanth Gujjula , Venkatesh Buddha , V S Bhagavan

A multiple filter test (MFT) for the analysis and detection of rate change points in point processes on the line has been proposed recently. The underlying statistical test investigates the null hypothesis of constant rate. For that…

统计理论 · 数学 2016-05-18 Michael Messer , Gaby Schneider

Corruption studies, the standard tool for evaluating chain-of-thought (CoT) faithfulness, infer which steps are ``computationally important'' from accuracy loss when steps are corrupted. We show that when benchmark chains end with an…

机器学习 · 计算机科学 2026-05-18 Gabriel Garcia

We examine the affective content of central bank press statements using emotion analysis. Our focus is on two major international players, the European Central Bank (ECB) and the US Federal Reserve Bank (Fed), covering a time span from 1998…

计算与语言 · 计算机科学 2019-11-27 Sven Buechel , Simon Junker , Thore Schlaak , Claus Michelsen , Udo Hahn

Linguistic uncertainty is common in social media, but its relationship with engagement remains unclear across languages and topics. Using 2,258 English-language posts on Federal Reserve policy, inflation, and electoral politics collected…

计算机与社会 · 计算机科学 2026-05-19 Mohamed Soufan

We investigate disagreement and polarization in a social network with two polarizing sources of information. First, we define disagreement and polarization indices in two-party leader-follower models of opinion dynamics. We then give…

社会与信息网络 · 计算机科学 2020-05-18 Yuhao Yi , Stacy Patterson

Recent work has demonstrated the viability of using crowdsourcing as a tool for evaluating the truthfulness of public statements. Under certain conditions such as: (1) having a balanced set of workers with different backgrounds and…

This paper assesses the link between central bank's policy rate, inflation rate and output gap through Taylor rule equation in both United States and United Kingdom from 1990 to 2020. Also, it analyses the relationship between monetary…

综合经济学 · 经济学 2023-05-24 Kian Tehranian

Analyzing user opinion changes in long conversation threads is extremely critical for applications like enhanced personalization, market research, political campaigns, customer service, targeted advertising, and content moderation.…

计算与语言 · 计算机科学 2025-05-27 Mounika Marreddy , Subba Reddy Oota , Venkata Charan Chinni , Manish Gupta , Lucie Flek

Classifying policy documents into policy issue topics has been a long-time effort in political science and communication disciplines. Efforts to automate text classification processes for social science research purposes have so far…

计算与语言 · 计算机科学 2023-10-13 Erkan Gunes , Christoffer Koch Florczak

Using frequency distributions of daily closing price time series of several financial market indexes, we investigate whether the bias away from an equiprobable sequence distribution found in the data, predicted by algorithmic information…

交易与市场微观结构 · 定量金融 2010-08-17 Hector Zenil , Jean-Paul Delahaye

When asked to explain their decisions, LLMs can often give explanations which sound plausible to humans. But are these explanations faithful, i.e. do they convey the factors actually responsible for the decision? In this work, we analyse…

计算与语言 · 计算机科学 2025-10-06 Noah Y. Siegel , Nicolas Heess , Maria Perez-Ortiz , Oana-Maria Camburu