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.

168,657 papers · 148 categories

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2 results for “Sentence-BERT”

Using contextual sentence analysis models to recognize ESG conceptscs.CL

The paper improves ESG taxonomy and classifies sentences as sustainable or unsustainable.

problem Improving ESG taxonomy and classifying sentences based on ESG factors.

method For ESG taxonomy, used Sentence-BERT models. For sentence classification, combined RoBERTa with a multi-layer perceptron.

result Significant performance improvement and high accuracy in classifying sentences.

ESG taxonomy sentence classification RoBERTa Sentence-BERT multi-layer perceptron

2022-07-04abs ↗pdf ↗

Generative AI Enhanced Financial Risk Management Information Retrievalq-fin.RM

Paper introduces RiskEmbed, a finetuned model for financial risk management.

problem Improving retrieval accuracy in financial question-answering systems.

method Curated dataset and finetuned BERT model for financial domain.

result RiskEmbed significantly outperforms general-purpose and financial embedding models.

financial risk management financial question-answering BERT embedding retrieval accuracy financial institutions

2025-04-04abs ↗pdf ↗