Tao Ge

1. Scaling Synthetic Data Creation with 1,000,000,000 Personas
   2024/06/28 by Tao Ge, Xin Chan, Xin Hui S Chan +11 · 3 voices · 86 citations
   Computer Science · #Innovative Human-Technology Interaction #Persona Design and Applications #cs.CL #cs.LG
2. Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration
   2023/07/11 by Zhenhailong Wang, Wang, Zhenhailong, Shaoguang Mao +9 · 53 citations
   Computer Science · Social Sciences · #Persona Design and Applications #AI in Service Interactions #Technology Use by Older Adults
3. Speculative Decoding: Exploiting Speculative Execution for Accelerating Seq2seq Generation
   2022/03/30 by Heming Xia, Xia, Heming, Tao Ge +5 · 30 citations
   Computer Science · #Advanced Malware Detection Techniques #Algorithms and Data Compression #Advanced Data Storage Technologies
4. Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding
   2024/01/15 by Heming Xia, Zhe Yang, Xia, Heming +15 · 41 citations
   Computer Science · Social Sciences · #Computation and Language (cs.CL) #Computational and Text Analysis Methods #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
5. BERT Loses Patience: Fast and Robust Inference with Early Exit
   2020/06/07 by Wangchunshu Zhou, Canwen Xu, Zhou, Wangchunshu +9 · 22 citations
   Computer Science · #Topic Modeling #Natural Language Processing Techniques #Domain Adaptation and Few-Shot Learning
6. In-context Autoencoder for Context Compression in a Large Language Model
   2023/07/13 by Tao Ge, Jing Hu, Ge, Tao +8 · 30 citations
   Computer Science · #Speech Recognition and Synthesis #Topic Modeling #Machine Learning in Healthcare
7. LLM as a Mastermind: A Survey of Strategic Reasoning with Large Language Models
   2024/04/01 by Yadong Zhang, Zhang, Yadong, Shaoguang Mao +17 · 22 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
8. ALYMPICS: LLM Agents Meet Game Theory -- Exploring Strategic Decision-Making with AI Agents
   2023/11/06 by Shaoguang Mao, Yuzhe Cai, Mao, Shaoguang +13 · 10 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences #Topic Modeling
9. Low-code LLM: Graphical User Interface over Large Language Models
   2023/04/17 by Yuzhe Cai, Shaoguang Mao, Cai, Yuzhe +22 · 8 citations
   Computer Science · #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
10. Reaching Human-level Performance in Automatic Grammatical Error Correction: An Empirical Study
    2018/07/03 by Tao Ge, Furu Wei, Ge, Tao +3 · 9 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling
11. OpenCharacter: Training Customizable Role-Playing LLMs with Large-Scale Synthetic Personas
    2025/01/26 by Xiaoyang Wang, Hongming Zhang, Wang, Xiaoyang +9 · 10 citations
    Computer Science · #AI in Service Interactions #Computation and Language (cs.CL) #FOS: Computer and information sciences #Innovative Human-Technology Interaction #Persona Design and Applications
12. Climate in a Bottle: Towards a Generative Foundation Model for the Kilometer-Scale Global Atmosphere
    2025/05/10 by Noah Brenowitz, Tao Ge, Brenowitz, Noah D. +17 · 11 citations
    Earth and Planetary Sciences · Environmental Science · #Tropical and Extratropical Cyclones Research #Climate variability and models #Meteorological Phenomena and Simulations
13. Inference with Reference: Lossless Acceleration of Large Language Models
    2023/04/10 by Nan Yang, Tao Ge, Yang, Nan +13 · 3 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
14. EdgeFormer: A Parameter-Efficient Transformer for On-Device Seq2seq Generation
    2022/02/16 by Tao Ge, Ge, Tao, Chen, Si-Qing +1 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Engineering · #Advanced biosensing and bioanalysis techniques #Biosensors and Analytical Detection #Computation and Language (cs.CL) #Electrowetting and Microfluidic Technologies #FOS: Computer and information sciences
15. K-Level Reasoning: Establishing Higher Order Beliefs in Large Language Models for Strategic Reasoning
    2024/02/02 by Yadong Zhang, Zhang, Yadong, Shaoguang Mao +11 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
16. Improving LLM General Preference Alignment via Optimistic Online Mirror Descent
    2025/02/24 by Yuheng Zhang, Zhang, Yuheng, Dongrui Yu +12 · 5 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Digital Rights Management and Security #FOS: Computer and information sciences #Machine Learning (cs.LG)
17. Router-Tuning: A Simple and Effective Approach for Enabling Dynamic-Depth in Transformers
    2024/10/17 by Shwai He, He, Shwai, Tao Ge +9 · 3 citations
    Engineering · #Modular Robots and Swarm Intelligence
18. Low-Bit Quantization Favors Undertrained LLMs: Scaling Laws for Quantized LLMs with 100T Training Tokens
    2024/11/26 by Xu Ouyang, Ouyang, Xu, Tao Ge +9 · 3 citations
    Computer Science · Engineering · #Advanced Data Storage Technologies #Advancements in Semiconductor Devices and Circuit Design #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Semiconductor materials and devices
19. Parallel Data Augmentation for Formality Style Transfer
    2020/05/14 by Yi Zhang, Tao Ge, Zhang, Yi +3 · 1 citation
    Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
20. Learn to Memorize: Scalable Continual Learning in Semiparametric Models with Mixture-of-Neighbors Induction Memory
    2023/03/02 by Guangyue Peng, Peng, Guangyue, Tao Ge +7 · 1 citation
    Computer Science · #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms #Bayesian Methods and Mixture Models
21. Enhancing Language Model Rationality with Bi-Directional Deliberation Reasoning
    2024/07/08 by Yadong Zhang, Shaoguang Mao, Zhang, Yadong +11 · 1 citation
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multi-Agent Systems and Negotiation