text generation

WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation
We introduce a paradigm for dataset creation based on human and machine collaboration, and demonstrate its empirical effectiveness for collecting a new large-scale NLI dataset
Alisa Liu, Swabha Swayamdipta, Noah A. Smith, Yejin Choi
Generated Knowledge Prompting for Commonsense Reasoning
Prompting GPT-3 to generate relevant background knowledge improves performance on a variety of commonsense reasoning tasks
Jiacheng Liu, Alisa Liu, Ximing Lu, Sean Welleck, Peter West, Ronan Le Bras, Yejin Choi, Hannaneh Hajishirzi
DExperts: Decoding-Time Controlled Text Generation with Experts and Anti-Experts
Steering open-ended text generation toward desired or away from undesired attributes, using expert and anti-expert language models
Alisa Liu, Maarten Sap, Ximing Lu, Swabha Swayamdipta, Chandra Bhagavatula, Noah A. Smith, Yejin Choi