Feng, Shaoxiong

1. Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning
   2024/01/19 by Li, Yiwei, Yuan, Peiwen, Feng, Shaoxiong +5 · 28 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
2. Make Every Penny Count: Difficulty-Adaptive Self-Consistency for Cost-Efficient Reasoning
   2024/08/24 by Xinglin Wang, Shaoxiong Feng, Wang, Xinglin +14 · 17 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Logic, Reasoning, and Knowledge
3. Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data
   2023/12/20 by Yiwei Li, Li, Yiwei, Peiwen Yuan +13 · 4 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
4. Dynamic Stochastic Decoding Strategy for Open-Domain Dialogue Generation
   2024/06/12 by Li, Yiwei, Mi, Fei, Li, Yitong +4 · 5 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
5. Multi-View Feature Representation for Dialogue Generation with Bidirectional Distillation
   2021/02/22 by Feng, Shaoxiong, Ren, Xuancheng, Li, Kan +1 · 2 citations
   #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation
   2024/07/02 by Xinglin Wang, Wang, Xinglin, Yiwei Li +13 · 4 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Speech and dialogue systems
7. BatchEval: Towards Human-like Text Evaluation
   2023/12/31 by Peiwen Yuan, Yuan, Peiwen, Shaoxiong Feng +11 · 2 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
8. Hierarchical Inductive Transfer for Continual Dialogue Learning
   2022/03/20 by Feng, Shaoxiong, Ren, Xuancheng, Li, Kan +1 · 1 citation
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
9. Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation
   2025/02/27 by Yiwei Li, Ji Zhang, Li, Yiwei +18 · 3 citations
   Computer Science · Social Sciences · #Topic Modeling #Language and cultural evolution #Natural Language Processing Techniques
10. Speculative Decoding for Multi-Sample Inference
    2025/03/07 by Li, Yiwei, Shi, Jiayi, Feng, Shaoxiong +8 · 2 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
11. Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation
    2025/02/19 by Yuan, Peiwen, Zhang, Yueqi, Feng, Shaoxiong +7 · 2 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
12. Every Rollout Counts: Optimal Resource Allocation for Efficient Test-Time Scaling
    2025/05/30 by Wang, Xinglin, Li, Yiwei, Feng, Shaoxiong +7 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
13. Posterior-GAN: Towards Informative and Coherent Response Generation with Posterior Generative Adversarial Network
    2020/03/04 by Shaoxiong Feng, Feng, Shaoxiong, Hongshen Chen +5 · 1 citation
    Computer Science · #Topic Modeling #Speech Recognition and Synthesis #Multimodal Machine Learning Applications
14. CogLM: Tracking Cognitive Development of Large Language Models
    2024/08/17 by Xinglin Wang, Wang, Xinglin, Peiwen Yuan +13 · 1 citation
    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
15. Focused Large Language Models are Stable Many-Shot Learners
    2024/08/26 by Yuan, Peiwen, Feng, Shaoxiong, Li, Yiwei +7 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
16. Instruction Embedding: Latent Representations of Instructions Towards Task Identification
    2024/09/29 by Yiwei Li, Li, Yiwei, Jiayi Shi +15 · 1 citation
    Computer Science · Psychology · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Innovative Teaching and Learning Methods #Intelligent Tutoring Systems and Adaptive Learning #Online Learning and Analytics
17. LLM-Powered Benchmark Factory: Reliable, Generic, and Efficient
    2025/02/02 by Yuan, Peiwen, Feng, Shaoxiong, Li, Yiwei +7 · 1 citation
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences