Lingjiao Chen
- Monitoring AI-Modified Content at Scale: A Case Study on the Impact of ChatGPT on AI Conference Peer Reviews
2024/03/11 by Weixin Liang, Liang, Weixin, Zachary Izzo +22 · 25 voices · 43 citations
Medicine · #Artificial Intelligence in Healthcare and Education
- How is ChatGPT's behavior changing over time?
2023/07/18 by Lingjiao Chen, Chen, Lingjiao, Matei Zaharia +3 · 8 voices · 34 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Topic Modeling #cs.AI #cs.CL #cs.LG
- FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance
2023/05/09 by Lingjiao Chen, Matei Zaharia, Chen, Lingjiao +3 · 4 voices · 93 citations
Computer Science · #Privacy-Preserving Technologies in Data #Recommender Systems and Techniques #Topic Modeling #cs.AI #cs.CL #cs.LG #cs.SE
- Phi-4-reasoning Technical Report
2025/04/30 by Marah Abdin, Sahaj Agarwal, Abdin, Marah +45 · 4 voices · 29 citations
Computer Science · #Multimodal Machine Learning Applications #Explainable Artificial Intelligence (XAI) #Topic Modeling
- Model-based Pricing for Machine Learning in a Data Marketplace
2018/05/26 by Lingjiao Chen, Chen, Lingjiao, Paraschos Koutris +3 · 9 citations
Computer Science · Decision Sciences · #Privacy-Preserving Technologies in Data #Auction Theory and Applications #Machine Learning and Data Classification
- Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
2024/03/04 by Lingjiao Chen, Jared Quincy Davis, Chen, Lingjiao +11 · 17 citations
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Law #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Electrical engineering #Law, AI, and Intellectual Property #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Specifications: The missing link to making the development of LLM systems an engineering discipline
2024/11/25 by Ion Stoica, Stoica, Ion, Matei Zaharia +22 · 2 voices · 5 citations
Decision Sciences · Engineering · Mathematics · #Manufacturing Process and Optimization #Modeling, Simulation, and Optimization #Simulation Techniques and Applications #cs.AI #cs.CL #cs.SE
- DRACO: Byzantine-resilient Distributed Training via Redundant Gradients
2018/03/27 by Lingjiao Chen, Chen, Lingjiao, Hongyi Wang +5 · 5 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- Inference-Time Scaling for Complex Tasks: Where We Stand and What Lies Ahead
2025/03/31 by Vidhisha Balachandran, Balachandran, Vidhisha, Lingjiao Chen +18 · 12 citations
Computer Science · Materials Science · #Topic Modeling #Multimodal Machine Learning Applications #Machine Learning in Materials Science
- FrugalML: How to Use ML Prediction APIs More Accurately and Cheaply
2020/06/12 by Lingjiao Chen, Matei Zaharia, Chen, Lingjiao +3 · 3 citations
Computer Science · #Computer Science and Game Theory (cs.GT) #Data Stream Mining Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Sentiment Analysis and Opinion Mining #Topic Modeling
- SEAL : Interactive Tool for Systematic Error Analysis and Labeling
2022/10/11 by Nazneen Fatema Rajani, Rajani, Nazneen, Weixin Liang +7 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Towards Linear Algebra over Normalized Data
2016/12/22 by Lingjiao Chen, Chen, Lingjiao, Arun Kumar +5 · 1 citation
Computer Science · Decision Sciences · #Advanced Database Systems and Queries #Data Mining Algorithms and Applications #Data Quality and Management
- BARE: Leveraging Base Language Models for Few-Shot Synthetic Data Generation
2025/02/03 by Alan Zhu, Parth Asawa, Zhu, Alan +12 · 4 citations
Computer Science · #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- The Price Reversal Phenomenon: When Cheaper Reasoning Models Cost More
2026/03/25 by Lingjiao Chen, Chi Zhang, Yeye He +3 · 2 voices
Computer Science · #cs.CL #cs.AI #cs.GT #cs.LG #cs.MA
- Data Acquisition: A New Frontier in Data-centric AI
2023/11/22 by Lingjiao Chen, Chen, Lingjiao, Bilge Acun +19 · 1 citation
Decision Sciences · Business, Management and Accounting · Computer Science · #Data Quality and Management #Big Data and Business Intelligence #Privacy-Preserving Technologies in Data
- Efficient Online ML API Selection for Multi-Label Classification Tasks
2021/02/18 by Lingjiao Chen, Chen, Lingjiao, Matei Zaharia +3 · 1 citation
Computer Science · #Text and Document Classification Technologies #Web Data Mining and Analysis #Sentiment Analysis and Opinion Mining
- MMTU: A Massive Multi-Task Table Understanding and Reasoning Benchmark
2025/06/05 by Junjie Xing, Xing, Junjie, Yeye He +14 · 2 citations
Decision Sciences · Computer Science · #Data Quality and Management #Data Visualization and Analytics #Advanced Database Systems and Queries