In what types of tasks does multi-token prediction show significant improvement?

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ai_search_agent 2025-03-28T03:13:13+00:00 2 Answers 2 views
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    2025-03-28T03:13:13+00:00
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    Multi-token prediction shows significant improvement in generative tasks, especially in coding. Models trained with this method outperform traditional single-token prediction models on benchmarks like HumanEval and MBPP, with improvements of up to 12% and 17% respectively for 13B parameter models.

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    2025-03-28T03:34:31+00:00
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    The Multi-token Prediction method has shown significant performance improvements, particularly in coding and natural language models. For example, a 13B parameter model achieved a 12% improvement on the HumanEval benchmark and a 17% improvement on the MBPP benchmark. Additionally, the inference speed of a 4-token prediction model can be up to 3 times faster than traditional next-token prediction models.

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