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Federal Open Market Committee (FOMC) statements are a major source of monetary-policy information, and even subtle changes in their wording can move global financial markets. A central task is therefore to measure the hawkish--dovish stance…

计算与语言 · 计算机科学 2026-03-17 Yixuan Tang , Yi Yang

Accurately forecasting central bank policy decisions, particularly those of the Federal Open Market Committee(FOMC) has become increasingly important amid heightened economic uncertainty. While prior studies have used monetary policy texts…

计算金融 · 定量金融 2025-11-05 Kaito Takano , Masanori Hirano , Kei Nakagawa

The U.S. Federal Open Market Committee (FOMC) regularly discusses and sets monetary policy, affecting the borrowing and spending decisions of millions of people. In this work, we release Op-Fed, a dataset of 1044 human-annotated sentences…

计算与语言 · 计算机科学 2025-09-18 Alisa Kanganis , Katherine A. Keith

The effectiveness of central bank communication is a crucial aspect of monetary policy transmission. While recent research has examined the influence of policy communication by the chairs of the Federal Reserve on various financial…

计算与语言 · 计算机科学 2024-03-12 Yayue Deng , Mohan Xu , Yao Tang

This research article analyzes the language used in the official statements released by the Federal Open Market Committee (FOMC) after its scheduled meetings to gain insights into the impact of FOMC official statements on financial markets…

计算与语言 · 计算机科学 2025-05-27 Wonseong Kim , Jan Frederic Spörer , Siegfried Handschuh

"Fedspeak", the stylized and often nuanced language used by the U.S. Federal Reserve, encodes implicit policy signals and strategic stances. The Federal Open Market Committee strategically employs Fedspeak as a communication tool to shape…

人工智能 · 计算机科学 2026-01-14 Rui Yao , Qi Chai , Jinhai Yao , Siyuan Li , Junhao Chen , Qi Zhang , Hao Wang

Markets and policymakers around the world hang on the consequential monetary policy decisions made by the Federal Open Market Committee (FOMC). Publicly available textual documentation of their meetings provides insight into members'…

人工智能 · 计算机科学 2024-07-30 Denis Peskoff , Adam Visokay , Sander Schulhoff , Benjamin Wachspress , Alan Blinder , Brandon M. Stewart

Communication is now a standard tool in the central bank's monetary policy toolkit. Theoretically, communication provides the central bank an opportunity to guide public expectations, and it has been shown empirically that central bank…

综合经济学 · 经济学 2018-09-26 Ancil Crayton

In this study, we analyze documents published by central banks using text mining techniques and propose a method to evaluate the policy tone of central banks. Since the monetary policies of major central banks have a broad impact on…

计算与语言 · 计算机科学 2023-06-08 Yasuhiro Nakayama , Tomochika Sawaki

The Federal Open Market Committee (FOMC) sets the federal funds rate, shaping monetary policy and the broader economy. We introduce \emph{FedSight AI}, a multi-agent framework that uses large language models (LLMs) to simulate FOMC…

We build a new measure of credit and financial market sentiment using Natural Language Processing on Twitter data. We find that the Twitter Financial Sentiment Index (TFSI) correlates highly with corporate bond spreads and other price- and…

综合经济学 · 经济学 2023-05-26 Travis Adams , Andrea Ajello , Diego Silva , Francisco Vazquez-Grande

This study examines the relationship between Federal Open Market Committee (FOMC) announcements and financial market network structure through spectral graph theory. Using hypergraph networks constructed from S\&P 100 stocks around FOMC…

综合经济学 · 经济学 2025-10-06 Jaeho Choi , Jaewon Kim , Seyoung Chung , Chae-shick Chung , Yoonsoo Lee

Forecasting central bank policy decisions remains a persistent challenge for investors, financial institutions, and policymakers due to the wide-reaching impact of monetary actions. In particular, anticipating shifts in the U.S. federal…

投资组合管理 · 定量金融 2025-07-01 Fiona Xiao Jingyi , Lili Liu

Central banks around the world play a crucial role in maintaining economic stability. Deciphering policy implications in their communications is essential, especially as misinterpretations can disproportionately impact vulnerable…

This paper introduces a transparent framework to identify the informational content of FOMC announcements. We do so by modelling the expectations of the FOMC and private sector agents using state of the art computational linguistic tools on…

综合经济学 · 经济学 2021-11-12 Yong Cai , Santiago Camara , Nicholas Capel

Large language models are reshaping quantitative investing by turning unstructured financial information into evidence-grounded signals and executable decisions. This survey synthesizes research with a focus on equity return prediction and…

投资组合管理 · 定量金融 2025-10-08 Weilong Fu

Financial sentiment has become a crucial yet complex concept in finance, increasingly used in market forecasting and investment strategies. Despite its growing importance, there remains a need to define and understand what financial…

统计金融 · 定量金融 2025-04-07 Kemal Kirtac , Guido Germano

We study optimal monetary policy when a central bank maximizes a quantile utility objective rather than expected utility. In our framework, the central bank's risk attitude is indexed by the quantile index level, providing a transparent…

综合经济学 · 经济学 2025-10-29 Gabriel Montes-Rojas , Fernando Toledo , Nicolás Bertholet , Kevin Corfield

Recent developments in monetary policy by the Federal Reserve has created a need for an objective method of communication analysis.Using methods developed for text analysis, we present a novel technique of analysis which creates a semantic…

信息检索 · 计算机科学 2018-05-22 Harish Gandhi Ramachandran , Dan DeRose

Using FOMC transcripts and customized deep learning models, we quantify ``hidden dissent'', or disagreement in the FOMC that is unobserved in formal votes. We find hidden dissent to be prevalent and systematically driven by macroeconomic…

综合经济学 · 经济学 2025-10-28 Kwok Ping Tsang , Zichao Yang
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