Noise or Nuance: An Investigation Into Useful Information and Filtering For LLM Driven AKBC

Alex Clay, Ernesto Jiménez-Ruiz, Pranava Madhyastha

RAG and fine-tuning are prevalent strategies for improving the quality of LLM outputs. However, in constrained situations, such as that of the 2025 LM-KBC challenge, such technique…