Taking RAG Systems to the Next Level: Reasoning That Doesn't Blow Up Your Context

Keyphrases

• Generation System 100%
• Blowing 100%
• Retrieval-Augmented Generation 100%
• Distractor 28%
• Context Window 28%
• High Utility Patterns 14%
• Information Density 14%
• Industry Standards 14%
• Constant Size 14%
• Information Gap 14%
• Fixed Budget 14%
• Large Language Models 14%
• K-sets 14%
• Training-free 14%
• Multi-Hop Retrieval 14%
• Multi-hop QA 14%
• QA Dataset 14%
• Ledger 14%

Computer Science

• Generation System 100%
• Retrieval-Augmented Generation 100%
• Reproducibility 14%
• Large Language Model 14%
• Information Retrieval 14%
• Answer Question 14%
• Information Gap 14%
• Critical Bridge 14%
• Controlled Loop 14%
• Supplementary Material 14%
• Industry Standard 14%
• Missing Information 14%