Jinnai, Yuu
- Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment
2024/04/01 by Yuu Jinnai, Tetsuro Morimura, Jinnai, Yuu +5 · 8 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
- Discovering Options for Exploration by Minimizing Cover Time
2019/03/02 by Jinnai, Yuu, Park, Jee Won, Abel, David +1 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
- Filtered Direct Preference Optimization
2024/04/22 by Tetsuro Morimura, Mitsuki Sakamoto, Morimura, Tetsuro +7 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Hyperparameter-Free Approach for Faster Minimum Bayes Risk Decoding
2024/01/05 by Yuu Jinnai, Kaito Ariu, Jinnai, Yuu +1 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning and Data Classification #Natural Language Processing Techniques #Topic Modeling
- Lipschitz Lifelong Reinforcement Learning
2020/01/15 by Lecarpentier, Erwan, Abel, David, Asadi, Kavosh +3 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts
2024/05/22 by Yuu Jinnai, Jinnai, Yuu, Ukyo Honda +1 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- Model-Based Minimum Bayes Risk Decoding for Text Generation
2023/11/09 by Yuu Jinnai, Tetsuro Morimura, Jinnai, Yuu +7 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
- Generating Diverse and High-Quality Texts by Minimum Bayes Risk Decoding
2024/01/10 by Yuu Jinnai, Ukyo Honda, Jinnai, Yuu +5 · 1 citation
Computer Science · #Natural Language Processing Techniques #Topic Modeling #Speech and dialogue systems
- On the True Distribution Approximation of Minimum Bayes-Risk Decoding
2024/03/31 by Atsumoto Ohashi, Ukyo Honda, Ohashi, Atsumoto +5 · 2 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Bayesian Methods and Mixture Models #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #FOS: Computer and information sciences #Statistical Methods and Inference
- Does Cross-Cultural Alignment Change the Commonsense Morality of Language Models?
2024/06/24 by Jinnai, Yuu · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Theoretical Guarantees for Minimum Bayes Risk Decoding
2025/02/18 by Yuu Jinnai, Ichihara, Yuki, Kaito Ariu +6 · 2 citations
Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Computation and Language (cs.CL) #FOS: Computer and information sciences #Statistical Methods and Inference