| FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model | ✓ Link | 75.40 | 75.12 | 75.23 | 75.42 | SRL&SDPG&Factors | 2024-03-05 |
| FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model | ✓ Link | 73.12 | 72.97 | 72.96 | 73.04 | SDPG&Factors | 2024-03-05 |
| FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model | ✓ Link | 69.48 | 69.28 | 69.41 | 69.54 | SRL&Factors | 2024-03-05 |
| PERT: Pre-training BERT with Permuted Language Model | ✓ Link | 67.37 | 67.27 | 67.73 | 67.28 | Chinese Pert Large (News+Factors) | 2022-03-14 |
| Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model | ✓ Link | 66.89 | 66.92 | 66.95 | 66.92 | SRL | 2022-06-14 |
| LERT: A Linguistically-motivated Pre-trained Language Model | ✓ Link | 66.36 | 66.16 | 66.69 | 66.40 | Chinese Lert Large (News+Factors) | 2022-11-10 |
| FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model | ✓ Link | 66.10 | 66.01 | 66.09 | 66.04 | SRL&SDPG | 2024-03-05 |
| PERT: Pre-training BERT with Permuted Language Model | ✓ Link | 65.09 | 65.03 | 65.07 | 65.02 | Chinese Pert Large (News) | 2022-03-14 |
| LERT: A Linguistically-motivated Pre-trained Language Model | ✓ Link | 64.37 | 64.30 | 64.31 | 64.34 | Chinese Lert Large (News) | 2022-11-10 |
| FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model | ✓ Link | 63.74 | 63.66 | 63.71 | 63.67 | Factos Only | 2024-03-05 |
| RoBERTa: A Robustly Optimized BERT Pretraining Approach | ✓ Link | 62.49 | 62.54 | 62.51 | 62.59 | RoBERTa WWM Ext (News+Factors) | 2019-07-26 |
| RoBERTa: A Robustly Optimized BERT Pretraining Approach | ✓ Link | 61.34 | 61.48 | 61.32 | 61.97 | RoBERTa WWM Ext (News) | 2019-07-26 |
| Revisiting Pre-Trained Models for Chinese Natural Language Processing | ✓ Link | 61.14 | 61.19 | 61.09 | 61.60 | XLNET Chinese | 2020-04-29 |
| SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis | ✓ Link | 60.66 | 60.66 | 60.59 | 61.85 | ERNIE-SKEP | 2020-05-12 |
| BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding | ✓ Link | 59.11 | 58.99 | 59.20 | 59.07 | Bert Chinese | 2018-10-11 |
| Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction | ✓ Link | 57.35 | 56.61 | 57.20 | 58.41 | HAN Stock | 2017-12-06 |
| Stock Movement Prediction from Tweets and Historical Prices | ✓ Link | 46.72 | 44.44 | 46.68 | 47.65 | StockNet | 2018-07-01 |