金融领域自然语言处理研究资源大列表

2020 年 2 月 27 日 专知

文本数据是金融领域的重要资源之一。例如，我们在购买股票时阅读新闻，在提供融资时评估计划。在过去，文本数据的数量和速度是可控的，可以由人类专家团队手动分析，但最近的增长是棘手的。最近NLP技术的进展有助于这种情况，它将揭示专家如何确定各种判断。

地址：

https://github.com/icoxfog417/awesome-financial-nlp

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

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

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

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

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

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

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

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

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

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