Why Citation-Based RAG Still Hallucinates
Citation-based RAG aims to improve groundedness, yet citations do not guarantee claims are supported. This note explains why RAG systems still produce unsupported statements despite retrieving evidence.
Research
Insights on retrieval systems, language models, and building verified intelligence for financial workflows.
Citation-based RAG aims to improve groundedness, yet citations do not guarantee claims are supported. This note explains why RAG systems still produce unsupported statements despite retrieving evidence.
Do long-context LLMs replace retrieval? Evidence shows complementary roles in knowledge-intensive AI. Larger context windows help models reason, but retrieval is what makes their output verifiable.