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Himanshu Thakur

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Conference Aug 2026

Domain-Aware Preprocessing Improves Financial Headline Sentiment Classification Across TF-IDF and Transformer Architectures

This paper investigates the interaction between text preprocessing strategies and feature representation in financial headline sentiment classification. Using the Financial News Headline dataset comprising 10,686 entity-annotated financial news headlines, we evaluate three preprocessing pipelines of increasing domain s...

Himanshu Thakur, Prakash Kene · 0 citations

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