Stock Market Prediction On Astock

Metrics

Accuray

F1-score

Precision

Recall

Results

Performance results of various models on this benchmark

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

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Stock Market Prediction On Astock | SOTA | HyperAI