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Open nowPosted 12 days ago

机器学习研究实习生(Agent评测与演进方向) - 火山方舟

ByteDance19,260 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now机器学习研究实习生(Agent评测与演进方向) - 火山方舟ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.3% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 27 days.

Share of postings closed within
  1. 2.0%1 day
  2. 4.3%3 days
  3. 11.3%7 days
  4. 17.5%14 days
  5. 34.2%30 days
  6. 43.5%60 days
This job: posted 12 days ago

ByteDance median: 27 days open

The posting

团队介绍:火山方舟是火山引擎推出的一站式大模型服务平台,是中国大模型市场产品和份额领跑者。平台提供模型推理、评测、精调等全流程服务。方舟搭载了豆包及业界主流大模型,提供丰富的插件生态和AI应用开发服务,并通过稳定可靠的安全互信方案、专业的算法技术服务,全方位保障企业级AI应用落地。

日常实习:面向全体在校生,为符合岗位要求的同学提供为期3个月及以上的项目实践机会。

1、设计面向大语言模型Agent的评测体系,覆盖任务成功率、工具使用、推理质量和可靠性等维度; 2、构建Benchmark和自动化评测流水线,综合运用规则检查、模型评审和人工评审等方式; 3、分析Agent执行轨迹和用户反馈,识别典型失败模式,并将分析结果转化为具体的系统改进; 4、推动从经验数据到能力提升的闭环,与研究、平台和产品团队协作,将相关方法落地到生产环境。

1、硕士及以上学位在读,计算机科学、人工智能、机器学习、数据科学或相关专业优先; 2、具备扎实的机器学习和深度学习基础; 3、通过科研、实习或项目,对基于大语言模型的系统有实践经验,例如Agent、工具调用、检索或多Agent系统等; 4、具备扎实的Python编程能力,了解主流机器学习或Agent评测框架; 5、通过论文、重要项目、实习或开源贡献展现出较强的研究或工程能力。

加分项: 1、在机器学习或自然语言处理领域的顶级会议发表过论文,如NeurIPS、ICML、ICLR、ACL等;研究方向涉及Agent学习、自我改进、自演进、递归式自我改进(RSI)或Agent评测者优先; 2、具备评测方法相关知识,例如指标设计、基于模型的评审、数据标注或统计分析等; 3、了解大语言模型后训练、推理与规划方法或持续学习; 4、具备反馈驱动的优化闭环,或大规模日志及执行轨迹分析经验。

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