**华为诺亚实验室推出MindStar：AI推理能力提升助力预训练大型语言模型发展**
人工智能（AI）的进步在过去的十年里日新月异，特别是在自然语言处理和计算机视觉领域。华为诺亚实验室的最新研究突破标志着人工智能发展史上的又一里程碑。近日，该实验室发布了名为MindStar的新技术，该技术致力于增强预训练大型语言模型（LLM）的推理能力。
面对AI领域中的认知能力和推理能力的挑战，华为诺亚实验室在近期论文中介绍了MindStar技术。《MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time》详细阐述了基于树搜索的推理时间能力提升方法如何应用在实际模型中。该研究不仅使开源模型Llama-13-B与Mistral-7B的推理能力大幅提升，更实现了近似闭源大模型GPT-3.5与Grok-1在数学问题上的表现。
MindStar技术的推出意味着AI在逻辑推理方面的能力得到了显著提升。华为诺亚实验室的研究人员相信，这一进步将有效促进学术交流与传播，并鼓励更多科研人员参与到这一领域的探索中来。目前，机器之心AIxiv专栏已经接收了超过两千篇关于全球各大高校与企业顶级实验室的报道，展现了这一领域的繁荣景象。
华为诺亚实验室欢迎科研人员和企业共享他们的研究成果，并邀请他们投稿报道或联系合作。有关MindStar技术的更多信息，可以通过投稿邮箱：liyazhou@jiqizhixin.com；zhaoyunfeng@jiqizhixin.com了解。未来，AI领域的创新将继续加速发展，为人类社会带来更多可能性。
英语如下：
News Title: Huawei Launches MindStar: Breakthrough in AI Inference, Leading the Natural Language Processing Era
Keywords: AI Inference Technology, Huawei Noah’s Lab, MindStar
News Content:
**Huawei Noah’s Lab Presents MindStar: Boosting AI Inference to Aid Pre-trained Large Language Model Development**
The advancements in Artificial Intelligence (AI) have been rapidly evolving over the past decade, particularly in the fields of Natural Language Processing and Computer Vision. The latest research breakthrough from Huawei Noah’s Lab marks another milestone in AI history. Recently, the lab released a new technology called MindStar, aimed at enhancing the inference capabilities of pre-trained large language models (LLMs).
Facing the challenges of cognitive and reasoning abilities in the AI field, Huawei Noah’s Lab introduced the MindStar technology in a recent paper. “MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time” details how tree search-based inference time capability enhancement methods are applied in practical models. This study not only significantly boosts the inference capabilities of open-source models like Llama-13-B and Mistral-7B, but also matches the performance of closed-source models like GPT-3.5 and Grok-1 in mathematical problems.
The launch of MindStar technology signifies a significant improvement in AI’s ability in logical reasoning. Researchers from Huawei Noah’s Lab believe this progress will effectively promote academic exchanges and encourage more researchers to participate in exploring this field. Currently, the “Mind” column on the Machine Intelligence Journal has received over 2,000 reports from top laboratories at universities and enterprises worldwide, showcasing the thriving landscape in this domain.
Huawei Noah’s Lab welcomes researchers and enterprises to share their findings, and invites them to submit contributions or seek collaborations. For more information on MindStar technology, please email [liyazhou@jiqizhixin.com](mailto:liyazhou@jiqizhixin.com) or [zhaoyunfeng@jiqizhixin.com](mailto:zhaoyunfeng@jiqizhixin.com). Going forward, innovations in the AI field will continue to accelerate, bringing more possibilities to human society.
【来源】https://www.jiqizhixin.com/articles/2024-07-01-9
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