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根据公告,GPT-4o 的微调功能将允许开发人员调整模型以适应其组织的需求

ChatGPT maker OpenAI has announced the introduction of fine-tuning for its large language model (LLM), which is designed to improve its enterprise performance.
ChatGPT 制造商 OpenAI 宣布对其大型语言模型 (LLM) 进行微调,旨在提高其企业绩效。
According to the announcement, the fine-tuning feature for GPT-4o will allow developers to tweak the model to fit the needs of their organizations. Developers can customize the LLM with their custom data sets, and early results show a marked performance improvement.
根据公告,GPT-4o 的微调功能将允许开发人员调整模型以适应其组织的需求。开发人员可以使用他们的自定义数据集自定义 LLM,早期结果显示性能显着提高。
“Fine-tuning enables the model to customize structure and tone of responses, or to follow complex domain-specific instructions,” reads OpenAI’s official statement. “Developers can already produce strong results for their applications with as little as a few dozen examples in their training data set.”
OpenAI 的官方声明中写道:“微调使模型能够定制响应的结构和语气,或者遵循复杂的特定领域指令。” “开发人员只需训练数据集中的几十个示例就可以为他们的应用程序产生强大的结果。”
The fine-tuning training is priced at $25 per million tokens, while inference is capped at $3.75 per million and $15 per million for input and output tokens, respectively. These fees are expected to contribute to OpenAI revenues and could form a large chunk of its earnings as more enterprises tailor the LLM to suit their individual needs.
微调训练的定价为每百万代币 25 美元,而推理的输入和输出代币的上限分别为每百万美元 3.75 美元和 15 美元。这些费用预计将有助于 OpenAI 的收入,并且随着越来越多的企业根据其个人需求定制法学硕士课程,这些费用可能会构成其收入的很大一部分。
To spur adoption, OpenAI says it will offer one million training tokens each day for free to organizations until September 23, with users of GPT-4o mini receiving 2 million free tokens per day.
为了刺激采用,OpenAI 表示将在 9 月 23 日之前每天向组织免费提供 100 万个训练代币,GPT-4o mini 的用户每天将获得 200 万个免费代币。
Prior to the announcement, several firms participated in early studies with OpenAI to test the practicality of the finetuning feature. Some notable use cases include the following:
在宣布这一消息之前,已有多家公司参与了 OpenAI 的早期研究,以测试微调功能的实用性。一些值得注意的用例包括:
Cosine’s Genie, an AI software engineering assistant that relies on GPT-4o, demonstrated impressive results in writing code, spotting bugs, and building new features.
Cosine 的 Genie 是一款依赖 GPT-4o 的人工智能软件工程助手,在编写代码、发现错误和构建新功能方面展示了令人印象深刻的成果。
An AI solutions firm, Distyl, ranked first after using a fine-tuned GPT-4o in studies that explored text-to-SQL benchmarks, racking up accuracies of over 70% across all metrics.
人工智能解决方案公司 Distyl 在探索文本到 SQL 基准的研究中使用经过微调的 GPT-4o 后排名第一,所有指标的准确度均超过 70%。
According to OpenAI, fine-tuned models will still provide users with the same levels of data privacy as ChatGPT while rolling out new security measures to protect enterprise data.
OpenAI 表示,经过微调的模型仍将为用户提供与 ChatGPT 相同级别的数据隐私,同时推出新的安全措施来保护企业数据。
“We’ve also implemented layered safety mitigations for fine-tuned models to ensure they aren’t being misused,” said OpenAI. “For example, we continuously run automated safety evals on fine-tuned models and monitor usage to ensure applications adhere to our usage policies.”
OpenAI 表示:“我们还针对微调模型实施了分层安全缓解措施,以确保它们不会被滥用。” “例如,我们不断对微调模型运行自动安全评估,并监控使用情况,以确保应用程序遵守我们的使用政策。”
A streak of upgrades
连续升级
OpenAI has been bullish in rolling out upgrades for its artificial intelligence (AI) offerings, teasing users with an AI-powered search engine at the tail end of July. In April, the company announced an upgrade designed to make the chatbot more conversational while reducing the usage of verbose language in responses.
OpenAI 一直看好其人工智能 (AI) 产品的升级,并在 7 月底向用户推出了人工智能驱动的搜索引擎。四月份,该公司宣布了一项升级,旨在使聊天机器人更具对话性,同时减少回复中冗长语言的使用。
The firm previously confirmed the development of a new AI detection tool with 99.9% accuracy levels after its previous attempt had a sputtering start. However, it says it will adopt a cautious approach for a commercial launch to avoid pitfalls associated with next-gen technologies.
该公司此前曾确认开发出一种准确率达 99.9% 的新型人工智能检测工具,此前该工具的尝试起步并不顺利。不过,该公司表示,将采取谨慎的商业发布方式,以避免与下一代技术相关的陷阱。
“We believe the deliberate approach we’ve taken is necessary given the complexities involved and its likely impact on the broader ecosystem beyond OpenAI,” said a company executive.
一位公司高管表示:“考虑到所涉及的复杂性及其可能对 OpenAI 之外的更广泛生态系统的影响,我们认为我们采取的深思熟虑的方法是必要的。”
Watch: Understanding the dynamics of blockchain & AI
观看:了解区块链和人工智能的动态
New to blockchain? Check out CoinGeek’s Blockchain for Beginners section, the ultimate resource guide to learn more about blockchain technology.
区块链新手?查看 CoinGeek 的区块链初学者部分,这是了解更多有关区块链技术的终极资源指南。
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