Accurate Source Citing In Language Models
SelfCite teaches language models to accurately cite sources without manual training, reducing hallucination & improving factual accuracy in model outputs.
This is a Plain English Papers summary of a research paper called New AI Method Teaches Language Models to Cite Sources Accurately Without Manual Training. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview SelfCite introduces self-supervised learning for context attribution in large language models Addresses the challenge of accurately citing sources while generating text Achieves improved citation accuracy without requiring manual labels Demonstrates effectiveness across multiple model sizes and datasets Reduces hallucination and imp...