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字节跳动VAPO框架刷新AIME24记录,大型语言模型推理能力大幅提升

字节跳动推出VAPO强化学习训练框架,旨在提升大型语言模型在复杂长任务中的推理能力。VAPO基于PPO框架,融入价值训练、长度自适应广义优势估计及协同增效系统等创新技术。优化后的Qwen2.5-32B模型在AIME24测试中得分从5分提升至60.4分,超越DeepSeek R1和DAPO方法。VAPO在数学推理和长序列任务中表现突出,训练更稳定且高效,多项技术共同作用确保了其优越性能。

媒体报道
字节跳动推出 VAPO 框架:突破 AI 推理极限,Qwen2.5-32B 提分 12 倍超 Deepseek-R1 IT 之家
字节跳动推出VAPO框架:突破AI推理极限,Qwen2.5-32B提分12倍超Deepseek-R1 凤凰科技
字节跳动VAPO框架刷新AIME24记录,大型语言模型推理能力大幅提升 ITBear科技资讯

事件追踪
2025-04-10 字节跳动豆包大模型团队正式开源首个多语言类SWE数据集
2025-03-05 字节跳动开源跨平台UI框架Lynx,助力Web开发者高效构建多端界面
2024-09-24 字节跳动发布豆包音乐模型和同声传译模型

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字节跳动VAPO框架刷新AIME24记录,大型语言模型推理能力大幅提升

字节跳动推出VAPO强化学习训练框架,旨在提升大型语言模型在复杂长任务中的推理能力。VAPO基于PPO框架,融入价值训练、长度自适应广义优势估计及协同增效系统等创新技术。优化后的Qwen2.5-32B模型在AIME24测试中得分从5分提升至60.4分,超越DeepSeek R1和DAPO方法。VAPO在数学推理和长序列任务中表现突出,训练更稳定且高效,多项技术共同作用确保了其优越性能。

媒体报道
字节跳动推出 VAPO 框架:突破 AI 推理极限,Qwen2.5-32B 提分 12 倍超 Deepseek-R1 IT 之家
字节跳动推出VAPO框架:突破AI推理极限,Qwen2.5-32B提分12倍超Deepseek-R1 凤凰科技
字节跳动VAPO框架刷新AIME24记录,大型语言模型推理能力大幅提升 ITBear科技资讯

事件追踪
2025-04-10 字节跳动豆包大模型团队正式开源首个多语言类SWE数据集
2025-03-05 字节跳动开源跨平台UI框架Lynx,助力Web开发者高效构建多端界面
2024-09-24 字节跳动发布豆包音乐模型和同声传译模型

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That strategy is the acquisition of a value-priced company by a growth company. Using the growth company's higher-priced stock for the acquisition can produce outsized revenue and earnings growth. Even better is the use of cash, particularly in a growth period when financial aggressiveness is accepted and even positively viewed.he key public rationale behind this strategy is synergy - the 1+1=3 view. In many cases, synergy does occur and is valuable. However, in other cases, particularly as the strategy gains popularity, it doesn't. Joining two different organizations, workforces and cultures is a challenge. Simply putting two separate organizations together necessarily creates disruptions and conflicts that can undermine both operations.

Start with a fresh view of investing strategy. The combination of risks and fads this quarter looks to be topping. That means the future is ready to move in.Likely, there will not be a wholesale shift. Company actions will aim to benefit from economic growth, inflationary pressures and a return of market-determined interest rates. In turn, all of that should drive the stock market and investment returns higher.

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