Stock Trend Prediction on Astock

Metric: Precision (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Precision▼	Extra Data	Paper	Date↕	Code
1	SRL&SDPG&Factors	75.42	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
2	SDPG&Factors	73.04	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
3	SRL&Factors	69.54	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
4	Chinese Pert Large (News+Factors)	67.28	No	PERT: Pre-training BERT with Permuted Language M...	2022-03-14	Code
5	SRL	66.92	No	Astock: A New Dataset and Automated Stock Tradin...	2022-06-14	Code
6	Chinese Lert Large (News+Factors)	66.4	No	LERT: A Linguistically-motivated Pre-trained Lan...	2022-11-10	Code
7	SRL&SDPG	66.04	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
8	Chinese Pert Large (News)	65.02	No	PERT: Pre-training BERT with Permuted Language M...	2022-03-14	Code
9	Chinese Lert Large (News)	64.34	No	LERT: A Linguistically-motivated Pre-trained Lan...	2022-11-10	Code
10	Factos Only	63.67	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
11	RoBERTa WWM Ext (News+Factors)	62.59	No	RoBERTa: A Robustly Optimized BERT Pretraining A...	2019-07-26	Code
12	RoBERTa WWM Ext (News)	61.97	No	RoBERTa: A Robustly Optimized BERT Pretraining A...	2019-07-26	Code
13	ERNIE-SKEP	61.85	No	SKEP: Sentiment Knowledge Enhanced Pre-training ...	2020-05-12	Code
14	XLNET Chinese	61.6	No	Revisiting Pre-Trained Models for Chinese Natura...	2020-04-29	Code
15	Bert Chinese	59.07	No	BERT: Pre-training of Deep Bidirectional Transfo...	2018-10-11	Code
16	HAN Stock	58.41	No	Listening to Chaotic Whispers: A Deep Learning F...	2017-12-06	Code
17	StockNet	47.65	No	-	-	Code

#1SRL&SDPG&FactorsSOTA
75.42
Precision· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#2SDPG&Factors
73.04
Precision· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#3SRL&Factors
69.54
Precision· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#4Chinese Pert Large (News+Factors)SOTA
67.28
Precision· 2022-03-14
PERT: Pre-training BERT with Permuted Language Model Code
#5SRL
66.92
Precision· 2022-06-14
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model Code
#6Chinese Lert Large (News+Factors)
66.4
Precision· 2022-11-10
LERT: A Linguistically-motivated Pre-trained Language Model Code
#7SRL&SDPG
66.04
Precision· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#8Chinese Pert Large (News)
65.02
Precision· 2022-03-14
PERT: Pre-training BERT with Permuted Language Model Code
#9Chinese Lert Large (News)
64.34
Precision· 2022-11-10
LERT: A Linguistically-motivated Pre-trained Language Model Code
#10Factos Only
63.67
Precision· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#11RoBERTa WWM Ext (News+Factors)SOTA
62.59
Precision· 2019-07-26
RoBERTa: A Robustly Optimized BERT Pretraining Approach Code
#12RoBERTa WWM Ext (News)
61.97
Precision· 2019-07-26
RoBERTa: A Robustly Optimized BERT Pretraining Approach Code
#13ERNIE-SKEP
61.85
Precision· 2020-05-12
SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis Code
#14XLNET Chinese
61.6
Precision· 2020-04-29
Revisiting Pre-Trained Models for Chinese Natural Language Processing Code
#15Bert ChineseSOTA
59.07
Precision· 2018-10-11
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Code
#16HAN StockSOTA
58.41
Precision· 2017-12-06
Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction Code
#17StockNet
47.65
Precision
No paperCode