Tag: Importance Sampling

All the articles with the tag "Importance Sampling".

• Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models

  Published: 11 May, 2025 |  at  11:14 AM

  

  75.18 🤔

  This paper introduces Direct Retrieval-augmented Optimization (DRO), a framework that synergizes knowledge selection and LLM generation through end-to-end training using a variational approach, achieving 5-15% improvements in EM and F1 scores across five QA datasets.