正文：
近日，DeepSeek开源数学大模型DeepSeek-Prover-V1.5发布，该模型通过结合强化学习和蒙特卡洛树搜索，在高中和大学级别的定理证明领域取得了突破性进展。这一成果标志着AI技术与数学发现的结合达到了新的高度，为数学领域的发展带来了新的可能性。
DeepSeek-Prover-V1.5是一个拥有70亿参数的开源模型，它能够在Lean 4的形式定理证明方面超越所有现有开源模型。该模型通过强化学习（基于证明助手反馈的强化学习，RLPAF）和蒙特卡洛树搜索（特别是提出的RMaxTS变体），显著提升了证明生成的效率和准确性。
著名数学家陶哲轩在牛津数学公开讲座中提到，AI的融入将使形式化证明的编写速度超过人类证明，这将是一个关键转折点。这意味着形式化证明的使用将不仅限于验证现有的证明，还将用于创造新的数学知识。这一转变将通过人类数学家与AI数学家的广泛协作实现，预示着一个“大数学”时代的到来。
AI科学家们正致力于提高AI在形式化定理证明中的性能和效率，DeepSeek-Prover-V1.5就是这一努力的成果之一。该模型在处理复杂的形式证明时表现出色，显示出AI在数学领域应用的巨大潜力。
总之，DeepSeek-Prover-V1.5的发布为数学家提供了强大的工具，有助于推动数学知识的创新和发展。随着AI技术的不断进步，我们有理由相信，未来的数学研究将更加高效和精准。
英语如下：
News Title: “Mathematics Breakthrough: DeepSeek-Prover-V1.5 Boosts Efficiency in Theorem Proving”
Keywords: DeepSeek, Reinforcement Learning, Mathematical Proof
News Content:
Title: AI Mathematical Model DeepSeek-Prover-V1.5 Enhances Theorem Proving Efficiency and Accuracy
Article:
Recently, the open-source mathematics model DeepSeek, known as DeepSeek-Prover-V1.5, was released. This model has achieved breakthrough progress in the field of high school and university-level theorem proving by combining reinforcement learning and Monte Carlo tree search. This achievement marks a new height in the combination of AI technology and mathematical discovery, bringing new possibilities to the development of the mathematical field.
DeepSeek-Prover-V1.5 is an open-source model with 7 billion parameters, which surpasses all existing open-source models in formal theorem proving using Lean 4. The model significantly improves the efficiency and accuracy of proof generation through reinforcement learning (Reinforcement Learning with Proof Assistant Feedback, RLPAF) and Monte Carlo tree search (especially the proposed RMaxTS variant).
Renowned mathematician Terence Tao mentioned in an Oxford Mathematics open lecture that the integration of AI will make the writing of formal proofs faster than human proofs, marking a critical turning point. This means that the use of formal proofs will not only be limited to verifying existing proofs but will also be used to create new mathematical knowledge. This transformation will be achieved through a broad collaboration between human mathematicians and AI mathematicians,预示着一个“大数学”时代的到来.
AI scientists are working diligently to improve the performance and efficiency of AI in formal theorem proving. DeepSeek-Prover-V1.5 is one of the results of these efforts. The model performs exceptionally well in handling complex formal proofs, demonstrating the vast potential of AI in the field of mathematics.
In summary, the release of DeepSeek-Prover-V1.5 provides mathematicians with a powerful tool to help innovate and develop mathematical knowledge. With the continuous advancement of AI technology, we have reason to believe that future mathematical research will be more efficient and precise.
【来源】https://www.jiqizhixin.com/articles/2024-08-18-3
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