Embedding VC is an early-stage venture fund backing Generative AI startups.
Video Data Annotation & Evaluation Expert / Lead
Location
United States
Posted
3 days ago
Salary
0
Seniority
Lead
No structured requirement data.
Job Description
Video Data Annotation & Evaluation Expert / Lead
Embedding VC
Role Description - 视频标注 - 设计并落地各类视频标注任务与规范: caption (prompt 与视频内容对齐)、动作 (action)、场景 (scene)、风格、镜头 / 运镜、时序一致性、ranking / preference、badcase 分类等。 - 搭建标注质检体系: gold set、抽检、多轮 review、一致性 (IAA)、reviewer 校准, 保障大批量标注质量稳定可迭代。 - 管理标注供应商 / 众包团队, 控制交付质量、一致性与返工。 - 根据模型 badcase 持续迭代标注规范 (guideline) 与标准。 - 视频评测 - 搭建视频生成评测体系: 评测集 / benchmark 构建, 评测维度与指标设计 (画质、动作自然度、时序一致性、prompt 匹配度、坏帧 / 变形 / 闪烁等), 人工 + 自动评测结合。 - 建立 badcase 分类与回流机制, 把评测结果转化为可执行的数据补充和标注规范调整。 - 支持多版本模型对比, 跟踪数据使用效果与模型改进。 - 协同 - 与算法团队对接, 理解 PT / SFT / RLHF / Eval 各阶段对数据的不同要求, 推动数据标准持续迭代。 Qualifications - 3 年以上相关经验, 做过视频 / 图像 / 多模态数据的标注或评测 (非纯文本 NLP)。 - 亲手做过相关工作, 能清楚讲解不同视频标注任务之间的差异和具体做法。 - 熟悉标注质检体系, 在 gold set、抽检、IAA、reviewer 校准等机制上至少有一套实操经验。 - 有与算法团队协作、推动 badcase 回流的经验。 - 较强的流程梳理与跨团队沟通能力。 Requirements - 直接做过视频生成 / T2V / VLM / 多模态模型的训练数据或评测。 - 理解 SFT / RLHF, 清楚偏好数据与 ranking 在其中的作用。 - 管理过标注供应商 / 众包 / 专家团队, 并能把控交付质量。 - 有从 0 到 1 搭建标注或评测流程的经验。
Related Guides
Related Categories
Related Job Pages
More Video Editor Jobs
Video Editor – Freelance / Full-time
Anker Marketing GmbHDie Content-Marketing Agentur, die andere Agenturen hassen. | Wir liefern Ergebnisse statt Ausreden. | 500+ Mio Views
• Editing short-form content (TikTok, Reels, Shorts) • Implementing viral hooks, pattern interrupts & retention optimization • Working with subtitles, zooms, sound effects & motion elements • Independently applying editing styles based on trends • Optimizing existing videos for increased watch time & performance • Close collaboration with our team (briefings, feedback, iterations)
Video Editor – Performance, Paid Social
PairedConnecting Companies with the Best Global Talent #LETSGETPAIRED
• Edit video ads for Meta (paid social) at high volume and speed • Iterate on concepts (e.g. 5 hook variations from one video) • Maintain brand standards while optimizing for performance • Work from briefs and assets provided by an internal creative strategist
Role Description We are seeking an experienced Short Form Editor to create and publish the day-to-day short-form content for 100 Thieves Roobet Counter-Strike. This role focuses on editing engaging short-form content for platforms such as TikTok, Instagram Reels, and YouTube Shorts to build a robust content pipeline and grow our online presence. Your primary objective is to drive significant growth in followers, views, and engagement by building fandom and actively engaging with our community. Additionally, you will be a core admin for 100 Thieves CS Roobet, covering match day and tournament short-form content for a Tier-1 organization. As a voice of 100T Roobet CS, you will help lead the charge on building a powerful community for a generational title. Success requires: - Strong editing craft - A deep understanding of social media trends - The ability to execute and test new content - A strong, clear brand voice to represent 100T Roobet CS - The ability to self-start and create content independently and proactively - Seizing opportunities in real time, often live from an event Qualifications - 3+ years of experience in short-form video editing and/or social media content creation, ideally for a sports, gaming, or esports brand - Expert proficiency in a short-form editing toolkit, CapCut and/or Adobe Premiere Pro required; working knowledge of After Effects and Photoshop strongly preferred - A proven track record of successfully growing gaming and/or esports social channels, including Instagram, TikTok, YouTube, and Twitter/X, with a portfolio that demonstrates platform-aware storytelling - Deep knowledge and understanding of Counter-Strike 2: gameplay, meta, players, teams, and community, plus a strong understanding of the broader FPS and traditional sports landscape - Solid understanding of short-form and long-form social media trends and platform best practices across TikTok, YouTube Shorts, and Instagram - Ability to analyze and iterate social content to produce the best views, engagement, and follower growth - Working knowledge of audio editing, color correction, captions/subtitles, and platform export/codec workflows - Strong communication and marketing skills, with the ability to organize multiple campaigns at once - Highly organized and proactive, with the ability to identify and resolve challenges in a fast-paced environment - Keen ability to think and react to situations quickly and confidently - Experience in Sprout Social, Planable, Zoomph, and/or other social media management and listening software - Availability to work non-standard hours around match days, tournaments, and time zones, with willingness to travel to events - Filming and photography skills are preferred Responsibilities - Edit and publish high-volume, high-quality short-form content for gaming social channels, optimized per platform (TikTok, IG Reels, YouTube Shorts, and X) - Turn raw footage, in-game clips, POVs, behind-the-scenes, player interviews, and LAN/travel b-roll into polished, on-brand edits with tight pacing, transitions, sound design, and motion graphics - Develop and execute social media plans/schedules for our gaming social accounts - Build a social content pipeline, primarily short-form content on TikTok, IG Reels, and other channels - Build fandom through community engagement on and beyond our O&O social channels - Monitor and analyze key social metrics and iterate on content for the focus target audience, staying informed and capitalizing on platform trends + breaking news - Be a voice of gaming through content and engagement - Capture original content on-site and remotely, coordinating shoots with players, coaches, and production when needed - Collaborate with marketing, partnership, and esports to ensure channels align with broader business objectives
Role Description We're looking for a Video Editor specializing in Performance / Paid Social to join a fast-growing, premium DTC brand as it scales its Meta advertising. You'll work hand-in-hand with our internal creative strategist, turning briefs and raw assets into high-performing video ads. - Edit video ads for Meta (paid social) at high volume and speed - Iterate on concepts (e.g. 5 hook variations from one video) - Maintain brand standards while optimizing for performance - Work from briefs and assets provided by an internal creative strategist - Strong direct response / paid social editing background - Fluency in what performs well on Meta - Ability to take direction quickly and execute at scale Qualifications - Experience with DTC, pet food, or pet supplement brands - Performance-oriented mindset (understands consumer psychology, not just aesthetics) Benefits - Competitive salary in US dollars - Fully remote role - Performance bonus potential for winning ads Company Description


