The biggest challenge I’m trying to track isn’t on the list: online learning. The difficulties with getting LLMs to absorb new knowledge without catastrophic forgetting is a key factor making us so reliant on techniques like retrieval augmented generation. While RAG is very powerful, it’s only as good as the information retrieval step and context size, which quite often aren’t good enough.
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