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.

168,742 papers · 148 categories

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3 results for “FinSim”

IITK at the FinSim Task: Hypernym Detection in Financial Domain via Context-Free and Contextualized Word Embeddingscs.CL

IITK wins FinSim 2020 task on financial hypernym detection.

problem Classifying financial terms into hypernym concepts in an external ontology.

method Used context-dependent and context-independent word embeddings (Word2vec and BERT) for classification.

result Ranked 1st based on mean rank and accuracy metrics.

FinSim Hypernym Detection Financial Domain Word2vec BERT

2020-07-22abs ↗pdf ↗

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 ↗

FinMaster: A Holistic Benchmark for Mastering Full-Pipeline Financial Workflows with LLMscs.AI

FinMaster benchmarks LLMs in financial tasks, revealing gaps in reasoning.

problem Challenges in financial tasks, including labor-intensive processes and low error tolerance.

method Developed a comprehensive financial benchmark (FinMaster) with three modules: FinSim, FinSuite, and FinEval.

result LLMs struggle with complex financial reasoning, showing significant accuracy drops.

financial benchmarks LLMs financial reasoning financial tasks data fragmentation

2025-05-18abs ↗pdf ↗