| Reference | Title | Data source (open-sourced?) | Text Source | Audio Source | Time Span | Company Range | Companines | Instances | Venue |
|---|---|---|---|---|---|---|---|---|---|
| Li, Yang, Smyth and Dong et al. (2020) | MAEC: A Multimodal Aligned Earnings Conference Call Datasetfor Financial Risk Prediction | Dataset | Y | Y | 2015 - 2018 | S&P 1500 | 1,213 | 3,443 | CIKM-20 |
| Qin and Yang et al. (2019) | What You Say and How You Say It Matters: Predicting Stock Volatility Using Verbal and Vocal Cues | Dataset | Y | Y | 2017 | S&P 500 | 280 | 576 | ACL-19 |