VolTAGE: Volatility Forecasting via Text Audio Fusion with Graph Convolution Networks for Earnings Calls

1 code implementation • EMNLP 2020 • Ramit Sawhney, Piyush Khanna, Arshiya Aggarwal, Taru Jain, Puneet Mathur, Rajiv Ratn Shah

Natural language processing has recently made stock movement forecasting and volatility forecasting advances, leading to improved financial forecasting.

Multitask Learning for Emotionally Analyzing Sexual Abuse Disclosures

1 code implementation • NAACL 2021 • Ramit Sawhney, Puneet Mathur, Taru Jain, Akash Kumar Gautam, Rajiv Ratn Shah

We show how for more domain-specific tasks related to sexual abuse disclosures such as sarcasm identification and dialogue act (refutation, justification, allegation) classification, homogeneous multitask learning is helpful, whereas for more general tasks such as stance and hate speech detection, heterogeneous multitask learning with emotion classification works better.

Classification Emotion Classification +2