ResearchBenchmarksLocal Question Answering on RealMMBench FinSlidesLocal Question Answering on RealMMBench FinSlidesFollow58.37AccuracyMegaRAG0.826815.765930.70545.6441Nov 26, 2025Evaluation resultsMethodMethodLinksAccuracyMegaRAGResponse LLM=GPT-4o-miniResponse LLM=GPT-4o-mini2025.1158.37NaiveRAGResponse LLM=GPT-4o-miniResponse LLM=GPT-4o-mini2025.1114.64LightRAGResponse LLM=GPT-4o-miniResponse LLM=GPT-4o-mini2025.1113.02GraphRAGSearch Mode=LocalSearch Mode=Local2025.1111.98GraphRAGSearch Mode=GlobalSearch Mode=Global2025.113.04