awesome-financial-nlp

Researches for Natural Language Processing for Financial Domain

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financefinancial-analysismachine-learningnatural-language-processing

awesome-financial-nlp / Financial Applications of NLP / Classification / Risk Management

NextGen AML: Distributed Deep Learning based Language Technologies to Augment Anti Money Laundering Investigation Jingguang Han, Utsab Barman, Jeremiah Hayes, Jinhua Du, Edward Burgin and Dadong Wan. . In ACL 2018
Are You for Real? Detecting Identity Fraud via Dialogue Interactions Weikang Wang, Jiajun Zhang, Qian Li, Chengqing Zong and Zhifei Li. . In EMNLP 2019
Word Embeddings-Based Uncertainty Detection in Financial Disclosures Christoph Kilian Theil, Sanja Štajner and Heiner Stuckenschmidt. . In ACL-ECONLP, 2018
Detecting money laundering and terrorist financing via data mining John S. Zdanowicz. . In KDD-ADF, 2019
A framework for anomaly detection using language modeling, and its applications to finance Armineh Nourbakhsh and Grace Bang. . In KDD-ADF, 2019
Deep Learning Models for Bankruptcy Prediction using Textual Disclosures Feng Mai, Shaonan Tian, Chihoon Lee and Ling Ma. . Elsevier, vol. 274(2), pages 743-758

awesome-financial-nlp / Financial Applications of NLP / Classification / Compliance

Sentence Classification for Investment Rules Detection Youness Mansar and Sira Ferradans. . In ACL-ECONLP, 2018

awesome-financial-nlp / Financial Applications of NLP / Classification / Asset Management

Active Learning for Financial Investment Reports Sian Gooding and Ted Briscoe. . In NoDaLiDa-FNLP, 2019
Complaint Analysis and Classification for Economic and Food Safety João Filgueiras, Luís Barbosa, Gil Rocha, Henrique Lopes Cardoso, Luís Paulo Reis, João Pedro Machado and Ana Maria Oliveira. . In EMNLP-ECONLP, 2019
Utilizing Pre-Trained Word Embeddings to Learn Classification Lexicons with Little Supervision Frederick Blumenthal and Ferdinand Graf. . In NoDaLiDa-FNLP, 2019

awesome-financial-nlp / Financial Applications of NLP / Classification / Market Analysis

Leveraging News Sentiment to Improve Microblog Sentiment Classification in the Financial Domain Tobias Daudert, Paul Buitelaar and Sapna Negi. . In ACL-ECONLP, 2018
Causality Analysis of Twitter Sentiments and Stock Market Returns Narges Tabari, Piyusha Biswas, Bhanu Praneeth, Armin Seyeditabari, Mirsad Hadzikadic and Wlodek Zadrozny. . In ACL-ECONLP, 2018
Implicit and Explicit Aspect Extraction in Financial Microblogs Thomas Gaillat, Bernardo Stearns, Gopal Sridhar, Ross McDermott, Manel Zarrouk and Brian Davis. . In ACL-ECONLP, 2018
A Time Series Analysis of Emotional Loading in Central Bank Statements Sven Buechel, Simon Junker, Thore Schlaak, Claus Michelsen and Udo Hahn. . In EMNLP-ECONLP, 2019
Leveraging BERT to Improve the FEARS Index for Stock Forecasting Linyi Yang, Ruihai Dong, Tin Lok James Ng and Yang Xu. . In FinNLP, 2019

awesome-financial-nlp / Financial Applications of NLP / Classification / Asset Management

Tone Analysis in Spanish Financial Reporting Narratives Antonio Moreno-Sandoval, Pablo Alfonso Haya Ana Gisbert, Marta Guerrero and Helena Montoro. . In FNP, 2019

awesome-financial-nlp / Financial Applications of NLP / Clustering (Unsupervised Classification)

Business Taxonomy Construction Using Concept-Level Hierarchical Clustering Haodong Bai, Frank Xing, Erik Cambria and Win-Bin Huang. . In FinNLP, 2019

awesome-financial-nlp / Financial Applications of NLP / Question Answering/Dialog / Customer Engagement

A Simple End-to-End Question Answering Model for Product Information Tuan Lai, Trung Bui, Sheng Li and Nedim Lipka. . In ACL-ECONLP, 2018
Annotation Process for the Dialog Act Classification of a Taglish E-commerce Q&A Corpus Jared Rivera, Jan Caleb Oliver Pensica, Jolene Valenzuela, Alfonso Secuya and Charibeth Cheng. . In EMNLP-ECONLP, 2019

awesome-financial-nlp / Financial Applications of NLP / Knowledge Extraction / Market Analysis

Financial Event Extraction Using Wikipedia-Based Weak Supervision Liat Ein-Dor, Ariel Gera, Orith Toledo-Ronen, Alon Halfon, Benjamin Sznajder, Lena Dankin, Yonatan Bilu, Yoav Katz and Noam Slonim. . In EMNLP-ECONLP, 2019
Forecasting Firm Material Events from 8-K Reports Shuang (Sophie) Zhai and Zhu (Drew) Zhang. . In EMNLP-ECONLP, 2019
Incorporating Fine-grained Events in Stock Movement Prediction Deli Chen, Yanyan Zou, Keiko Harimoto, Ruihan Bao, Xuancheng Ren and Xu Sun. . In EMNLP-ECONLP, 2019
Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction Deli Chen, Shuming Ma, Keiko Harimoto, Ruihan Bao, Qi Su and Xu Sun. . In EMNLP-ECONLP, 2019
Economic Causal-Chain Search using Text Mining Technology Kiyoshi Izumi and Hiroki Sakaji. . In FinNLP, 2019

awesome-financial-nlp / Financial Applications of NLP / Knowledge Extraction / Asset Management

Extracting Complex Relations from Banking Documents Berke Oral, Erdem Emekligil, Seçil Arslan and Gülşen Eryiğit. . In EMNLP-ECONLP, 2019
Unsupervised Word Influencer Networks from News Streams Ananth Balashankar, Sunandan Chakraborty and Lakshminarayanan Subramanian. . In ACL-ECONLP, 2018

awesome-financial-nlp / Financial Applications of NLP / Workshops / ECONLP: Economics and Natural Language

2018
2019

awesome-financial-nlp / Financial Applications of NLP / Workshops / FNLP: Financial Narrative Processing

2018
2019

awesome-financial-nlp / Financial Applications of NLP / Workshops / FinNLP & FinSDB:

2019

awesome-financial-nlp / Financial Applications of NLP / Workshops / KDF: Knowledge Discovery from Unstructured Data in Financial Services

2020

awesome-financial-nlp / Financial Applications of NLP / Workshops / Robust AI in FS

2019

awesome-financial-nlp / Financial Applications of NLP / Workshops / ADF: Anomaly Detection in Finance

2017
2019

awesome-financial-nlp / Financial Applications of NLP / Dataset / Corpus

A Corpus of Corporate Annual and Social Responsibility Reports: 280 Million Tokens of Balanced Organizational Writing Sebastian G.M. Händschke, Sven Buechel, Jan Goldenstein, Philipp Poschmann, Tinghui Duan, Peter Walgenbach and Udo Hahn. . In ACL-ECONLP, 2018
CoFiF: A Corpus of Financial Reports in French Language Tobias Daudert and Sina Ahmadi. . In In EMNLP-ECONLP, 2019

awesome-financial-nlp / Reference

Machine learning in UK financial services
For the First Time, Nasdaq Is Using Artificial Intelligence to Surveil U.S. Stock Market