SOTAVerified

Stock Market Prediction

Papers

Showing 125 of 104 papers

TitleStatusHype
Qlib: An AI-oriented Quantitative Investment PlatformCode4
BERT: Pre-training of Deep Bidirectional Transformers for Language UnderstandingCode3
FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative FinanceCode3
Revisiting Pre-Trained Models for Chinese Natural Language ProcessingCode3
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing ModelCode2
LERT: A Linguistically-motivated Pre-trained Language ModelCode2
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing ModelCode2
Fin-GAN: forecasting and classifying financial time series via generative adversarial networksCode2
SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment AnalysisCode2
PERT: Pre-training BERT with Permuted Language ModelCode2
Stock Broad-Index Trend Patterns Learning via Domain Knowledge Informed Generative NetworkCode1
Applications of deep learning in stock market prediction: recent progressCode1
A Multifactor Analysis Model for Stock Market PredictionCode1
A Modular Framework for Reinforcement Learning Optimal ExecutionCode1
SliceNStitch: Continuous CP Decomposition of Sparse Tensor StreamsCode1
Stock price prediction using Generative Adversarial NetworksCode1
Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company CorrelationsCode1
Improving S&P stock prediction with time series stock similarityCode1
Market-GAN: Adding Control to Financial Market Data Generation with Semantic ContextCode1
Forecasting directional movements of stock prices for intraday trading using LSTM and random forestsCode1
Effectiveness of Artificial Intelligence in Stock Market Prediction based on Machine LearningCode1
Hidden Markov Models for Stock Market PredictionCode1
RoBERTa: A Robustly Optimized BERT Pretraining ApproachCode1
Sentiment Analysis of Twitter Data for Predicting Stock Market MovementsCode1
Trade the Event: Corporate Events Detection for News-Based Event-Driven TradingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SRL&SDPG&FactorsAccuray75.4Unverified
2SDPG&FactorsAccuray73.12Unverified
3SRL&FactorsAccuray69.48Unverified
4Chinese Pert Large (News+Factors)Accuray67.37Unverified
5SRLAccuray66.89Unverified
6Chinese Lert Large (News+Factors)Accuray66.36Unverified
7SRL&SDPGAccuray66.1Unverified
8Chinese Pert Large (News)Accuray65.09Unverified
9Chinese Lert Large (News)Accuray64.37Unverified
10Factos OnlyAccuray63.74Unverified
#ModelMetricClaimedVerifiedStatus
1HOTF10.72Unverified
2MAN-SFF10.61Unverified
3StockNetF10.58Unverified
4Adversarial LSTMF10.57Unverified
5HATSF10.56Unverified
#ModelMetricClaimedVerifiedStatus
1LSTMAverage daily returns0.64Unverified