Dependency-aware Maximum Likelihood Estimation for Active Learning

Beyza Kalkanli, Tales Imbiriba, Stratis Ioannidis, Deniz Erdogmus, Jennifer Dy

Action editor: Chicheng Zhang

https://openreview.net/forum?id=qDVDSXXGK1

#labeled #annotators #mle

The Accuracy Cost of Weakness: A Theoretical Analysis of Fixed-Segment Weak Labeling for Events i...

John Martinsson, Tuomas Virtanen, Maria Sandsten, Olof Mogren

Action editor: Lei Feng

https://openreview.net/forum?id=tTw8wXBQ18

#labeling #annotators #annotations

System-2 Mathematical Reasoning via Enriched Instruction Tuning

Huanqia Cai, Yijun Yang, Zhifeng Li

Action editor: Hongsheng Li

https://openreview.net/forum?id=Cl9Uox031k

#annotators #instruction #reasoning

CLImage: Human-Annotated Datasets for Complementary-Label Learning

Hsiu-Hsuan Wang, Mai Tan Ha, Nai-Xuan Ye, Wei-I Lin, Hsuan-Tien Lin

Action editor: Takashi Ishida

https://openreview.net/forum?id=FHkWY4aGsN

#supervised #labeled #annotators

TeaMs-RL: Teaching LLMs to Generate Better Instruction Datasets via Reinforcement Learning

Shangding Gu, Alois Knoll, Ming Jin

Action editor: Xingyou Song

https://openreview.net/forum?id=YmwzfdJPXE

#reinforcement #annotators #instruction