Narratives Research Papers
NLP and transformer-based narrative detection from financial text
Transformer Narrative Polarity Fields: Capturing Multidimensional Semantic Shifts with TOPol
SubmittedGabin Taibi and Lucia Gomez Teijeiro
EPIA 2025 (2025)
In computational linguistics, semantic polarity has traditionally been conceptualized as sentiment and measured along a unidimensional scalar continuum from negative to positive. However, this sentime...
An Algorithmic Framework for Systematic Literature Reviews with Application to Financial Narratives
Under Review
Financial Innovation (2025)
This paper presents a systematic literature review on financial narratives and the methods used to model them. To support this review, we develop an algorithmic framework that improves the efficiency,...
An Algorithmic Framework for Systematic Literature Reviews: A Case Study for Financial Narratives
In ProgressGabin Taibi and Joerg Osterrieder
Working Paper (2025)
In recent years, narratives have emerged as a critical factor shaping financial markets, influencing investor behavior, market dynamics, and ultimately asset price movements. In social science, narrat...
Strategic Narratives during Economic Turning Points: An AI Framework for Monitoring U.S. Central Bank Communications
In ProgressGabin Taibi and Lucia Gomez Teijeiro
Working Paper (2025)
Central bank communication plays a critical role in shaping expectations during macroeconomic transitions, yet empirical understanding of how narrative strategies evolve around economic turning points...
Quantifying Industry-Relevant Narratives from Headlines: A Comparative Framework for Narrative Modeling
In ProgressGabin Taibi
Quoniam Collaboration (2025)
This paper introduces a framework for identifying and quantifying financial narratives from short-text data, focusing exclusively on news headlines rather than full-length articles. We propose three a...