Context-augmented generation (CAG) techniques, including RAG and ICL, require the
efficient combination of multiple contexts to generate responses to user queries. Directly …

We argue that there are two major distinct capabilities in long context understanding:
retrieval and holistic understanding. Understanding and further improving LLMs' long …

➢ Development of a multi-level contrastive search algorithm that enhances fluency and
precision through hierarchical search strategies at sentence, phrase, and word levels.➢ …