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This paper introduces a taxonomy and dataset for contextual knowledge conflicts in large language models, experiments with seven LLMs, and proposes a steering method to improve conflict resolution in reasoning and summarization tasks.
The paper introduces Multi3IR, a benchmark for multi-perspective, multi-domain, multi-modal information retrieval, and proposes SPIN, a method to improve perspective coverage in retrieval systems.