人工智能首次获得同行评审研究的接收，实现重大突破
Zochi 由 Intology AI 开发，作为首个独立实现同行评审论文在顶级科学会议发表的人工智能系统，创造了历史。其论文被顶级会议 ACL 2025 的主会录用，该会议的录取率约为 21%。
被接收的论文题为《Tempest：利用树搜索对大型语言模型进行自动多轮越狱》，代表了人工智能安全研究领域的重大突破。[1] 这一成就于2025年5月26日宣布，使Zochi成为“首个具备博士水平的智能体”，能够以与顶尖人类研究者相当的标准贡献原创知识。[2][3] 据多方消息来源称，该论文在测试语言模型安全措施时表现出显著成果，在针对先进LLM的越狱尝试中取得了近乎完美的成功率。[4][5]
Intology的公告标志着其早期工作的重大进化，因为Zochi此前仅在ICLR 2025的workshop级别获得接收，而此次则实现了历史性突破，进入主会场发表。[6] 自最初的技术报告以来，该系统的能力已大幅提升，最终取得了这一前所未有的成就，受到了整个AI研究社区的广泛关注。[7][8] 正如业内观察人士所指出，这一里程碑不仅代表了技术进步，更预示着未来科学研究方式的根本性转变。[9][5]
作为一名完全自主的人工科学家，Zochi 展示了涵盖整个研究过程的能力，无需人工干预。该系统能够分析数千篇研究论文，识别知识空白，提出假设，设计实验，分析结果，并撰写完整的科学手稿[1][2]。这种端到端的自动化代表了比以往系统（如“The AI Scientist-v2”仅实现了研讨会级别发表[2]）更为重大的进步。
获得 ACL 2025 主会接收的论文在元评审中得分高达 4.0，位列所有投稿的前 8.2%[3][4]。Intology 正在为 Zochi 实施分阶段推出策略，首先以有限的测试版作为科研助手发布，帮助科学家识别有前景的研究方向、生成假设、撰写基金申请、设计实验并撰写综述论文[5][6]。在这一初始阶段之后，公司计划逐步开放 Zochi 的完整自主研究能力，有望彻底改变多学科领域科学发现的方式[7]。
Zochi取得的突破标志着科学研究方法论可能发生转变，如今AI系统已经能够在学术研究的最高层次做出贡献。这一进展可能会极大加快各学科的科学发现进程，因为自主AI研究员可以不受人类研究员限制地持续工作。[1] 其影响不仅限于计算语言学，因为类似系统有可能在结构化知识库、模式识别和假设生成至关重要的领域引发革命。
行业观察人士指出，这一里程碑事件引发了关于作者署名、成果归属以及在人类科学家角色发生变化的时代，AI能够独立产出可发表研究时应如何应对等重要问题。[2] 尽管一些专家对潜在的滥用或可疑应用表示担忧，但也有人强调AI在增强人类应对复杂科学挑战能力方面的积极作用。[2][1] 随着Intology继续开发Zochi的能力，科学界将需要调整其评估和整合AI生成成果的框架，以适应人类知识体系的更广阔格局。
来源
[1] Zochi Publishes A* Paper
[2] 2024.acl-short.0.pdf
[3] SentiSquare supported the ACL conference by conducting reviews
[4] AI in Science Publication: The Good, the Bad and the Questionable
[5] The AI Scientist: Towards Fully Automated Open-Ended Scientific ...
[6] Where creativity meets code: what AI is doing to science—and why it ...
[7] Zochi Technical Report
[8] Acceptance Rate of AI Conferences
[9] Association for Computational Linguistics - Wikipedia
[10] The AI Scientist-v2: Workshop-Level Automated Scientific Discovery ...
[11] AI achieves first peer-reviewed scientific publication; find out the ...
[12] Intology | LinkedIn
[13] Another AI Scientist's paper passes top-session peer review, called ...
[14] Intology (/ X
[15] Zochi AI's Historic ACL Paper Publication
[16] Perplexity's New Labs Feature Just Replaced Your Research Team
[17] [N] Fully AI-generated paper was accepted to ACL 2025 main - Reddit
[18] Conference acceptance rates - ACL Wiki
[19] Acceptance rates for the major AI conferences - GitHub
[20] ACL 2025 on X: "The acceptance rate for the acl2020nlp Main ...
来源
[1] Zochi Publishes A* Paper
[2] 2024.acl-short.0.pdf
[3] SentiSquare supported the ACL conference by conducting reviews
[4] AI in Science Publication: The Good, the Bad and the Questionable
[5] The AI Scientist: Towards Fully Automated Open-Ended Scientific ...
[6] Where creativity meets code: what AI is doing to science—and why it ...
[7] Zochi Technical Report
[8] Acceptance Rate of AI Conferences
[9] Association for Computational Linguistics - Wikipedia
[10] The AI Scientist-v2: Workshop-Level Automated Scientific Discovery ...
[11] AI achieves first peer-reviewed scientific publication; find out the ...
[12] Intology | LinkedIn
[13] Another AI Scientist's paper passes top-session peer review, called ...
[14] Intology (/ X
[15] Zochi AI's Historic ACL Paper Publication
[16] Perplexity's New Labs Feature Just Replaced Your Research Team
[17] [N] Fully AI-generated paper was accepted to ACL 2025 main - Reddit
[18] Conference acceptance rates - ACL Wiki
[19] Acceptance rates for the major AI conferences - GitHub
[20] ACL 2025 on X: "The acceptance rate for the acl2020nlp Main ...
来源
[1] Zochi Publishes A* Paper
[2] 2024.acl-short.0.pdf
[3] SentiSquare supported the ACL conference by conducting reviews
[4] AI in Science Publication: The Good, the Bad and the Questionable
[5] The AI Scientist: Towards Fully Automated Open-Ended Scientific ...
[6] Where creativity meets code: what AI is doing to science—and why it ...
[7] Zochi Technical Report
[8] Acceptance Rate of AI Conferences
[9] Association for Computational Linguistics - Wikipedia
[10] The AI Scientist-v2: Workshop-Level Automated Scientific Discovery ...
[11] AI achieves first peer-reviewed scientific publication; find out the ...
[12] Intology | LinkedIn
[13] Another AI Scientist's paper passes top-session peer review, called ...
[14] Intology (/ X
[15] Zochi AI's Historic ACL Paper Publication
[16] Perplexity's New Labs Feature Just Replaced Your Research Team
[17] [N] Fully AI-generated paper was accepted to ACL 2025 main - Reddit
[18] Conference acceptance rates - ACL Wiki
[19] Acceptance rates for the major AI conferences - GitHub
[20] ACL 2025 on X: "The acceptance rate for the acl2020nlp Main ...
