Academic

Academic

Academic · 약 1분

Improving Latent Generalization Using Test-time Compute

arXiv:2604.01430v1 Announce Type: new Abstract: Language Models (LMs) exhibit two distinct mechanisms for knowledge acquisition: in-weights learning (i.e., encoding information within the model weights) and …

Arslan Chaudhry, Sridhar Thiagarajan, Andrew Lampinen
조회수 59회
Academic · 약 1분

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

arXiv:2604.01328v1 Announce Type: new Abstract: Traditional scientific discovery relies on an iterative hypothesise-experiment-refine cycle that has driven progress for centuries, but its intuitive, ad-hoc implementation …

Zhongwei Yu, Rasul Tutunov, Alexandre Max Maraval, Zikai Xie, Zhenzhi Tan, Jiankang Wang, Zijing Li, Liangliang Xu, Qi Yang, Jun Jiang, Sanzhong Luo, Zhenxiao Guo, Haitham Bou-Ammar, Jun Wang
조회수 51회
Academic · 약 1분

Optimsyn: Influence-Guided Rubrics Optimization for Synthetic Data Generation

arXiv:2604.00536v1 Announce Type: new Abstract: Large language models (LLMs) achieve strong downstream performance largely due to abundant supervised fine-tuning (SFT) data. However, high-quality SFT data …

Zhiting Fan, Ruizhe Chen, Tianxiang Hu, Ru Peng, Zenan Huang, Haokai Xu, Yixin Chen, Jian Wu, Junbo Zhao, Zuozhu Liu
조회수 80회
Academic · 약 1분

Speech LLMs are Contextual Reasoning Transcribers

arXiv:2604.00610v1 Announce Type: new Abstract: Despite extensions to speech inputs, effectively leveraging the rich knowledge and contextual understanding of large language models (LLMs) in automatic …

Keqi Deng, Ruchao Fan, Bo Ren, Yiming Wang, Jinyu Li
조회수 47회