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Monetary policy pronouncements by Federal Open Market Committee (FOMC) are a major driver of financial market returns. We construct the largest tokenized and annotated dataset of FOMC speeches, meeting minutes, and press conference…

计算与语言 · 计算机科学 2023-05-16 Agam Shah , Suvan Paturi , Sudheer Chava

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

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

The Federal Open Market Committee within the Federal Reserve System is responsible for managing inflation, maximizing employment, and stabilizing interest rates. Meeting minutes play an important role for market movements because they…

计算与语言 · 计算机科学 2023-09-05 Yifei Wang

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

The Federal Funds rate in the United States plays a significant role in both domestic and international financial markets. However, research has predominantly focused on the effects of adjustments to the Federal Funds rate rather than on…

社会与信息网络 · 计算机科学 2024-10-28 Sungil Seok , Shuide Wen , Qiyuan Yang , Juan Feng , Wenming Yang

"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

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

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

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…

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…

Financial narratives from U.S. Securities and Exchange Commission (SEC) filing reports and quarterly earnings call transcripts (ECTs) are very important for investors, auditors, and regulators. However, their length, financial jargon, and…

计算与语言 · 计算机科学 2025-10-28 Nikesh Gyawali , Doina Caragea , Alex Vasenkov , Cornelia Caragea

Language Models (LMs) struggle with complex, interdependent instructions, particularly in high-stakes domains like finance where precision is critical. We introduce FIFE, a novel, high-difficulty benchmark designed to assess LM…

机器学习 · 计算机科学 2025-12-11 Glenn Matlin , Siddharth , Anirudh JM , Aditya Shukla , Yahya Hassan , Sudheer Chava

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

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

Existing financial NLP benchmarks often rely on labels supplied by outside observers, measuring how language is perceived rather than what speakers have committed to in the market. We introduce StakeBench, an evaluation framework for…

计算与语言 · 计算机科学 2026-05-26 Yunhua Pei , Jingyu Hu , Yiwei Shi , Hongnan Ma , Weiru Liu , John Cartlidge

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

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

Stance classification, the task of predicting the viewpoint of an author on a subject of interest, has long been a focal point of research in domains ranging from social science to machine learning. Current stance detection methods rely…

计算与语言 · 计算机科学 2024-03-07 Iain J. Cruickshank , Lynnette Hui Xian Ng

Aspect-based sentiment analysis involves the recognition of so called opinion target expressions (OTEs). To automatically extract OTEs, supervised learning algorithms are usually employed which are trained on manually annotated corpora. The…

计算与语言 · 计算机科学 2019-04-22 Soufian Jebbara , Philipp Cimiano
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