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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,694 papers · 148 categories

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0.3%0.5%0.8%0.1% · Apr 202419922001200920172026
4 results for “BERTopic”
FinTextSim: Enhancing Financial Text Analysis with BERTopiccs.CL

BERTopic improves financial text analysis with FinTextSim's contextual embeddings.

problem Analyzing financial text data for insights and predictions.
method Integrates BERTopic with FinTextSim for topic modeling and clustering.
result BERTopic performs better with FinTextSim's embeddings, improving topic clarity and reducing misclassification.
financial text analysistopic modelingBERTopicFinTextSimsentence-transformer
2025-04-22abs ↗pdf ↗
BERTopic-Driven Stock Market Predictions: Unraveling Sentiment Insightscs.CL

BERTopic enhances stock market prediction by analyzing sentiment in topic models.

problem Improving stock price prediction accuracy using sentiment analysis.
method Employed BERTopic for sentiment analysis of stock market comments integrated with deep learning models.
result Enhanced model performance through topic sentiment integration.
BERTopicstock marketsentiment analysisfinancial analysisdeep learning
2024-04-02abs ↗pdf ↗
Unveiling Hedge Funds: Topic Modeling and Sentiment Correlation with Fund Performanceq-fin.CP

Study uses topic modeling and sentiment analysis to uncover hedge fund performance insights.

problem Hedge fund opacity and limited disclosure make them hard to analyze.
method Applied topic modeling and sentiment analysis to hedge fund documents using DistilBERT and Top2Vec.
result Automated topic modeling and sentiment analysis can predict hedge fund performance.
hedge fundstopic modelingsentiment analysisfund performanceDistilBERT
2025-12-07abs ↗pdf ↗