Stock Market Prediction on Astock

Metric: Recall (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Recall▼	Extra Data	Paper	Date↕	Code
1	SRL&SDPG&Factors	75.23	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
2	SDPG&Factors	72.96	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
3	SRL&Factors	69.41	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
4	Chinese Pert Large (News+Factors)	67.73	No	PERT: Pre-training BERT with Permuted Language M...	2022-03-14	Code
5	SRL	66.95	No	Astock: A New Dataset and Automated Stock Tradin...	2022-06-14	Code
6	Chinese Lert Large (News+Factors)	66.69	No	LERT: A Linguistically-motivated Pre-trained Lan...	2022-11-10	Code
7	SRL&SDPG	66.09	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
8	Chinese Pert Large (News)	65.07	No	PERT: Pre-training BERT with Permuted Language M...	2022-03-14	Code
9	Chinese Lert Large (News)	64.31	No	LERT: A Linguistically-motivated Pre-trained Lan...	2022-11-10	Code
10	Factos Only	63.71	No	FinReport: Explainable Stock Earnings Forecastin...	2024-03-05	Code
11	RoBERTa WWM Ext (News+Factors)	62.51	No	RoBERTa: A Robustly Optimized BERT Pretraining A...	2019-07-26	Code
12	RoBERTa WWM Ext (News)	61.32	No	RoBERTa: A Robustly Optimized BERT Pretraining A...	2019-07-26	Code
13	XLNET Chinese	61.09	No	Revisiting Pre-Trained Models for Chinese Natura...	2020-04-29	Code
14	ERNIE-SKEP	60.59	No	SKEP: Sentiment Knowledge Enhanced Pre-training ...	2020-05-12	Code
15	Bert Chinese	59.2	No	BERT: Pre-training of Deep Bidirectional Transfo...	2018-10-11	Code
16	HAN Stock	57.2	No	Listening to Chaotic Whispers: A Deep Learning F...	2017-12-06	Code
17	StockNet	46.68	No	-	-	Code

#1SRL&SDPG&FactorsSOTA
75.23
Recall· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#2SDPG&Factors
72.96
Recall· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#3SRL&Factors
69.41
Recall· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#4Chinese Pert Large (News+Factors)SOTA
67.73
Recall· 2022-03-14
PERT: Pre-training BERT with Permuted Language Model Code
#5SRL
66.95
Recall· 2022-06-14
Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model Code
#6Chinese Lert Large (News+Factors)
66.69
Recall· 2022-11-10
LERT: A Linguistically-motivated Pre-trained Language Model Code
#7SRL&SDPG
66.09
Recall· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#8Chinese Pert Large (News)
65.07
Recall· 2022-03-14
PERT: Pre-training BERT with Permuted Language Model Code
#9Chinese Lert Large (News)
64.31
Recall· 2022-11-10
LERT: A Linguistically-motivated Pre-trained Language Model Code
#10Factos Only
63.71
Recall· 2024-03-05
FinReport: Explainable Stock Earnings Forecasting via News Factor Analyzing Model Code
#11RoBERTa WWM Ext (News+Factors)SOTA
62.51
Recall· 2019-07-26
RoBERTa: A Robustly Optimized BERT Pretraining Approach Code
#12RoBERTa WWM Ext (News)
61.32
Recall· 2019-07-26
RoBERTa: A Robustly Optimized BERT Pretraining Approach Code
#13XLNET Chinese
61.09
Recall· 2020-04-29
Revisiting Pre-Trained Models for Chinese Natural Language Processing Code
#14ERNIE-SKEP
60.59
Recall· 2020-05-12
SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis Code
#15Bert ChineseSOTA
59.2
Recall· 2018-10-11
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Code
#16HAN StockSOTA
57.2
Recall· 2017-12-06
Listening to Chaotic Whispers: A Deep Learning Framework for News-oriented Stock Trend Prediction Code
#17StockNet
46.68
Recall
No paperCode