Yuu Jinnai

1. Regularized Best-of-N Sampling with Minimum Bayes Risk Objective for Language Model Alignment
   2024/04/01 by Yuu Jinnai, Jinnai, Yuu, Tetsuro Morimura +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
2. 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)
3. 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
4. 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
5. 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
6. 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
7. On the True Distribution Approximation of Minimum Bayes-Risk Decoding
   2024/03/31 by Atsumoto Ohashi, Ohashi, Atsumoto, Ukyo Honda +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
8. Theoretical Guarantees for Minimum Bayes Risk Decoding
   2025/02/18 by Yuu Jinnai, Ichihara, Yuki, Jinnai, Yuu +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
9. JOR-Bench: Japanese Operations Research Benchmarks for Large Language Models
   2026/07/18 by Yuu Jinnai
   #cs.CL #cs.AI