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.

PInKS: Preconditioned Commonsense Inference with Minimal Supervision

1 code implementation • 16 Jun 2022 • Ehsan Qasemi, Piyush Khanna, Qiang Ning, Muhao Chen

Reasoning with preconditions such as "glass can be used for drinking water unless the glass is shattered" remains an open problem for language models.

Informativeness