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# Introduction
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**LoopServe Multi-Turn Dialogue Benchmark** is a comprehensive evaluation dataset comprising multiple diverse datasets designed to assess large language model performance in realistic conversational scenarios.
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# Introduction
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**LoopServe Multi-Turn Dialogue Benchmark** is a comprehensive evaluation dataset comprising multiple diverse datasets designed to assess large language model performance in realistic conversational scenarios.
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Unlike traditional benchmarks that place queries only at the end of input sequences,
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this benchmark features diverse query positions (beginning, middle, end) across multi-turn conversations,
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spanning Question Answering, Needle in a haystack, Summarization, and Few-shot Learning tasks.
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The benchmark captures the dynamic dependencies and unpredictable patterns characteristic of real-world multi-turn dialogues to provide more authentic LLM evaluation in practical conversational applications.
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# Dataset statistics
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