RAG & Retrieval

A new arXiv paper introduces PAT, a RAG-based system designed to push LLM translation beyond sentence-by-sentence rendering. The study finds that specifications and corpus-informed context can encourage broader reformulation, though the benefits remain inconsistent.

A new arXiv paper introduces DeepStress, a stress-testing framework for deep search agents exposed to unreliable evidence. Instead of relying on naturally occurring retrieval failures, it creates a controlled environment for probing trustworthiness, relevance, and factuality.