Juan Luis Filgueiras

Faithful LLM-Assisted Question Answering for Technical and Academic Search

The thesis argues that truthful technical search requires explicit mechanisms for claim-level grounding, calibrated abstention, contradiction handling, and support-aware evidence presentation, and which architectures and optimization strategies enable reliable real-world deployment.