On-device research index

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.

168,695 papers · 148 categories

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4 results for “sentence-transformer”

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 analysis topic modeling BERTopic FinTextSim sentence-transformer

2025-04-22abs ↗pdf ↗

Advancing Anomaly Detection: Non-Semantic Financial Data Encoding with LLMscs.LG

Paper uses LLMs to detect financial anomalies.

problem Detecting irregular financial entries.

method Non-semantic financial data encoding with LLMs embeddings, tested 3 models.

result LLMs improve anomaly detection in financial data.

anomaly detection financial data LLMs machine learning financial records

2024-06-05abs ↗pdf ↗

Natural Language Processing for Financial Regulationcs.CL

The study enhances financial rule matching using NLP without datasets.

problem Performing semantic matching between financial rules and policies.

method Outperforming pre-trained models with NLP techniques using free resources.

result Improved semantic matching between financial rules and policies.

Natural Language Processing Financial Regulation Semantic Matching Rule Matching Policy Analysis

2023-11-14abs ↗pdf ↗

Statistical Embeddings for Similarity, Retrieval, and Interpretable Alignment of Numeric Tabular Datasetscs.LG

Method embeds numeric tabular datasets into a shared vector space for similarity and retrieval.

problem Lack of meaningful representation for numeric tabular datasets in large language models.

method Structured exploratory data analysis descriptors, sentence transformer embedding, CCA for cross-dataset alignment.

result Total P@1 score of 0.9 across 15 datasets, robust nearest-neighbor retrieval and cluster structure.

numeric tabular datasets embeddings cross-dataset alignment statistical descriptors sentence transformer

2026-05-28abs ↗pdf ↗