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University of New South Wales, Australia
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BioWeave enables smaller models to achieve reasoning performance on par with state-of-the-art LLMs, revolutionizing the landscape of biomedical question answering.
Provenance defenses in graph memory systems are blind to structural manipulations, allowing critical misdirections that can lead to irreversible actions.
DocTrace not only outperforms existing models in long-document QA but also slashes computational costs by over half, revolutionizing how LLMs can manage complex reasoning tasks.
LLM datasets aren't independent islands: tracing their lineage reveals hidden redundancy, benchmark contamination, and opportunities for more diverse training data.
