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awesome-financial-nlp
Researches for Natural Language Processing for Financial Domain
https://github.com/icoxfog417/awesome-financial-nlp
Last synced: about 14 hours ago
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Financial Applications of NLP
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Classification
- Word Embeddings-Based Uncertainty Detection in Financial Disclosures - ECONLP, 2018.
- Detecting money laundering and terrorist financing via data mining - ADF, 2019.
- A framework for anomaly detection using language modeling, and its applications to finance - ADF, 2019.
- Deep Learning Models for Bankruptcy Prediction using Textual Disclosures - 758.
- Sentence Classification for Investment Rules Detection - ECONLP, 2018.
- Active Learning for Financial Investment Reports - FNLP, 2019.
- Complaint Analysis and Classification for Economic and Food Safety - ECONLP, 2019.
- Utilizing Pre-Trained Word Embeddings to Learn Classification Lexicons with Little Supervision - FNLP, 2019.
- Leveraging News Sentiment to Improve Microblog Sentiment Classification in the Financial Domain - ECONLP, 2018.
- Causality Analysis of Twitter Sentiments and Stock Market Returns - ECONLP, 2018.
- Implicit and Explicit Aspect Extraction in Financial Microblogs - ECONLP, 2018.
- A Time Series Analysis of Emotional Loading in Central Bank Statements - ECONLP, 2019.
- Leveraging BERT to Improve the FEARS Index for Stock Forecasting
- Are You for Real? Detecting Identity Fraud via Dialogue Interactions
- Tone Analysis in Spanish Financial Reporting Narratives
- Implicit and Explicit Aspect Extraction in Financial Microblogs - ECONLP, 2018.
- Active Learning for Financial Investment Reports - FNLP, 2019.
- Complaint Analysis and Classification for Economic and Food Safety - ECONLP, 2019.
- A Time Series Analysis of Emotional Loading in Central Bank Statements - ECONLP, 2019.
- Leveraging BERT to Improve the FEARS Index for Stock Forecasting
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Clustering (Unsupervised Classification)
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Question Answering/Dialog
- A Simple End-to-End Question Answering Model for Product Information - ECONLP, 2018.
- Annotation Process for the Dialog Act Classification of a Taglish E-commerce Q&A Corpus - ECONLP, 2019.
- A Simple End-to-End Question Answering Model for Product Information - ECONLP, 2018.
- Annotation Process for the Dialog Act Classification of a Taglish E-commerce Q&A Corpus - ECONLP, 2019.
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Knowledge Extraction
- Financial Event Extraction Using Wikipedia-Based Weak Supervision - ECONLP, 2019.
- Forecasting Firm Material Events from 8-K Reports - ECONLP, 2019.
- Incorporating Fine-grained Events in Stock Movement Prediction - ECONLP, 2019.
- Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction - ECONLP, 2019.
- Economic Causal-Chain Search using Text Mining Technology
- Extracting Complex Relations from Banking Documents - ECONLP, 2019.
- Unsupervised Word Influencer Networks from News Streams - ECONLP, 2018.
- Financial Event Extraction Using Wikipedia-Based Weak Supervision - ECONLP, 2019.
- Forecasting Firm Material Events from 8-K Reports - ECONLP, 2019.
- Incorporating Fine-grained Events in Stock Movement Prediction - ECONLP, 2019.
- Economic Causal-Chain Search using Text Mining Technology
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Workshops
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Dataset
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Reference