Mihir Goyal — accepted AI-conference papers

2022

DocFin: Multimodal Financial Prediction and Bias Mitigation using Semi-structured Documents

Puneet Mathur, Mihir Goyal, Ramit Sawhney, Ritik Mathur, Jochen Leidner, Franck Dernoncourt +1

EMNLP 2022finding

Financial prediction is complex due to the stochastic nature of the stock market. Semi-structured financial documents present comprehensive financial data in tabular formats, such as earnings, profit-loss statements, and balance sheets, and can often contain rich technical analysis along with a text…

Cited by 5 Source ↗PDF ↗code ↗Scholar ↗

2021

Multimodal Multi-Speaker Merger & Acquisition Financial Modeling: A New Task, Dataset, and Neural Baselines

Ramit Sawhney, Mihir Goyal, Prakhar Goel, Puneet Mathur, Rajiv Ratn Shah

ACL 2021long

Risk prediction is an essential task in financial markets. Merger and Acquisition (M&A) calls provide key insights into the claims made by company executives about the restructuring of the financial firms. Extracting vocal and textual cues from M&A calls can help model the risk associated with such…

Cited by 18 Source ↗PDF ↗Scholar ↗