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Open nowPosted 113 days ago

大模型评测工程师-Data(北京/上海)

ByteDance19,268 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now大模型评测工程师-Data(北京/上海)ByteDance · Beijing, Chinese Mainland
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The clock on this job

Early applications get read.

11.9% of postings close within 7 days. Measured by our own scanner across the market. ByteDance postings stay open a median of 9 days.

Share of postings closed within
  1. 2.1%1 day
  2. 4.4%3 days
  3. 11.9%7 days
  4. 18.6%14 days
  5. 35.6%30 days
  6. 45.1%60 days
This job: posted 113 days ago

ByteDance median: 9 days open

The posting

1、负责大模型评测体系建设:负责将业界SOTA大模型(含多模态大模型)部署到内部评测环境,基于多领域评测集完成规模化跑测,验证并校准模型评估指标,保障评测流程的准确性与可复现性; 2、开源评测集适配与集成:调研并引入业界主流开源评测集(覆盖文本、多模态与Agent三类,以多模态与Agent评测为主),将其适配、接入到内部模型评测体系,统一评测指标口径与执行流程,保障评测的覆盖度、针对性与可复现性; 3、Agent能力评测:针对Agent Based Bench开展评测,支持多轮交互、工具调用、Sandbox环境与轨迹记录,分析任务完成情况与失败原因,评估模型的Agent能力边界; 4、评测结果自动化分析:设计算法与工具,实现评测结果的自动化量化分析、异常定位及根因追溯,输出结构化分析报告,为模型选型与迭代提供数据支撑; 5、Agent RL环境与推理优化(可成长方向):探索面向一般性Agent RL的Environments Scaling Up,构建可扩展的交互式环境(Environments)、无偏奖励信号(Unbiased Reward Signal)与评估(Evaluation);并参与模型推理性能优化探索(如量化、KV Cache优化、批处理调度等);以上均为探索方向,提供相应技术支持与成长空间。

1、本科及以上学历,计算机科学、人工智能、数学、统计学等相关专业; 2、扎实掌握机器学习、深度学习核心理论,熟悉大模型底层原理,了解常见大模型(含多模态大模型)的特性与主流评测方法; 3、具备扎实的编程能力,熟悉PyTorch等深度学习框架,能独立完成算法实现与调试;熟悉大模型部署与推理流程; 4、熟悉多模态大模型评测技术,有图文等跨模态评测经验;了解Agent评测(多轮交互、工具调用等)的基本方法; 5、具备良好的逻辑思维、问题解决能力与沟通协作意识,能清晰表达技术思路,高效推进跨团队协作,具备一定的文档撰写能力。

加分项 1、熟悉主流开源评测Benchmark与Agent Based Bench(如BFCL、BrowseComp等),有评测集接入或自动化评测工具开发经验者优先; 2、有大模型推理优化经验,熟悉vLLM、SGLang、TensorRT-LLM等推理框架,或有量化、并行推理、算子优化、Agent RL环境构建相关实践者优先。

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