Jianfei Yu

While large language models (LLMs) have achieved remarkable success, their reliability in knowledge-intensive tasks is often compromised by factual hallucinations. Integrating Knowledge Graphs (KGs) addresses this issue; however, existing approaches typically rely on simple graph traversal.This p...

Retrieval-augmented generation (RAG) augments large language models (LLMs) with external knowledge to tackle knowledge-intensive question answering.While several benchmarks evaluate multimodal LLMs (MLLMs) under multimodal RAG settings, they predominantly retrieve from textual corpora and do not...