awesome-financial-nlp
Financial NLP
An initiative to develop and apply Natural Language Processing techniques for financial applications and analysis.
Researches for Natural Language Processing for Financial Domain
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last commit: almost 5 years ago 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 | |||