Fan, Ju
- CodeS: Towards Building Open-source Language Models for Text-to-SQL
2024/02/26 by Haoyang Li, Li, Haoyang, Jing Zhang +17 · 49 citations
Computer Science · #Advanced Database Systems and Queries #Computation and Language (cs.CL) #Databases (cs.DB) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Semantic Web and Ontologies
- A Survey of Text-to-SQL in the Era of LLMs: Where are we, and where are we going?
2024/08/09 by Xinyu Liu, Liu, Xinyu, Shuyu Shen +19 · 27 citations
Computer Science · #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services
- PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training
2022/11/05 by Zihui Gu, Ju Fan, Gu, Zihui +9 · 5 citations
Computer Science · #68T50 #Advanced Text Analysis Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.6 #I.2.7 #Machine Learning (cs.LG) #Software Engineering Research #Topic Modeling
- Harnessing Diversity for Important Data Selection in Pretraining Large Language Models
2024/09/25 by Chi Zhang, Huaping Zhong, Zhang, Chi +23 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques
- Interleaving Pre-Trained Language Models and Large Language Models for Zero-Shot NL2SQL Generation
2023/06/15 by Gu, Zihui, Fan, Ju, Tang, Nan +7 · 5 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration
2020/08/28 by Ju Fan, Fan, Ju, Tongyu Liu +9 · 3 citations
Computer Science · #AI in cancer detection #Artificial Intelligence (cs.AI) #Databases (cs.DB) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation
2020/12/04 by Tang, Nan, Fan, Ju, Li, Fangyi +5 · 3 citations
#Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations
2024/04/19 by Sibei Chen, Yeye He, Chen, Sibei +13 · 5 citations
Computer Science · Mathematics · #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Programming Languages (cs.PL) #Spreadsheets and End-User Computing #Statistics Education and Methodologies
- Cost-Effective In-Context Learning for Entity Resolution: A Design Space Exploration
2023/12/07 by Fan, Meihao, Han, Xiaoyue, Fan, Ju +4 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- Automatic Database Configuration Debugging using Retrieval-Augmented Language Models
2024/12/10 by Chen, Sibei, Ju Fan, Bin Wu +18 · 6 citations
Computer Science · #Advanced Database Systems and Queries #Databases (cs.DB) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Service-Oriented Architecture and Web Services
- Alpha-SQL: Zero-Shot Text-to-SQL using Monte Carlo Tree Search
2025/02/24 by Boyan Li, Jiayi Zhang, Li, Boyan +11 · 7 citations
Computer Science · #Mathematics, Computing, and Information Processing #Advanced Database Systems and Queries
- VerifAI: Verified Generative AI
2023/07/06 by Tang, Nan, Yang, Chenyu, Fan, Ju +3 · 2 citations
#Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- DeepAnalyze: Agentic Large Language Models for Autonomous Data Science
2025/10/19 by Shaolei Zhang, Zhang, Shaolei, Ju Fan +7 · 6 citations
Computer Science · Decision Sciences · Materials Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning in Materials Science #Scientific Computing and Data Management #Topic Modeling
- Reward-SQL: Boosting Text-to-SQL via Stepwise Reasoning and Process-Supervised Rewards
2025/05/07 by Zhang, Yuxin, Fan, Meihao, Fan, Ju +4 · 4 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- SEED: Domain-Specific Data Curation With Large Language Models
2023/10/01 by Zui Chen, Chen, Zui, Lei Cao +17 · 1 citation
Computer Science · Decision Sciences · #Data Quality and Management #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Research Data Management Practices #Topic Modeling
- A Plug-and-Play Natural Language Rewriter for Natural Language to SQL
2024/12/22 by Peidong Ma, Boyan Li, Ma, Peixian +8 · 1 citation
Computer Science · #Semantic Web and Ontologies
- PBench: Workload Synthesizer with Real Statistics for Cloud Analytics Benchmarking
2025/06/19 by Yan Zhou, Chunwei Liu, Zhou, Yan +24 · 1 citation
Computer Science · #Advanced Database Systems and Queries #Cloud Computing and Resource Management #Databases (cs.DB) #FOS: Computer and information sciences #Software System Performance and Reliability
- A Unified Model for Cardinality Estimation by Learning from Data and Queries via Sum-Product Networks
2025/05/13 by Liu, Jiawei, Fan, Ju, Liu, Tongyu +5 · 1 citation
#Databases (cs.DB) #E.5 #FOS: Computer and information sciences #H.2.4