Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning

no code implementations • 30 Mar 2024 • Nick Mecklenburg, Yiyou Lin, Xiaoxiao Li, Daniel Holstein, Leonardo Nunes, Sara Malvar, Bruno Silva, Ranveer Chandra, Vijay Aski, Pavan Kumar Reddy Yannam, Tolga Aktas, Todd Hendry

We present a novel dataset generation process that leads to more effective knowledge ingestion through SFT, and our results show considerable performance improvements in Q&A tasks related to out-of-domain knowledge.

Domain Adaptation

Mi YouTube es Su YouTube? Analyzing the Cultures using YouTube Thumbnails of Popular Videos

no code implementations • 27 Jan 2020 • Songyang Zhang, Tolga Aktas, Jiebo Luo

In this study, we explore culture preferences among countries using the thumbnails of YouTube trending videos.

Cultural Vocal Bursts Intensity Prediction