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Audio-Zero reveals that fine-grained auditory reasoning can be achieved without any external labels, transforming how we approach audio model training.
DICE transforms long-document retrieval by effectively preserving critical information from chunks, achieving up to a 60% increase in retrieval accuracy for documents over 4,000 tokens.
Prompt highlighting in LLMs gets a serious upgrade: PRISM-$\Delta$ steers models to focus on relevant text spans with better accuracy and fluency, even in long contexts.
