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Dataset samples

Task Demonstration

Task Demonstration

Stream 480p previews from select clips across our 7M+ library.

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252K+

Clips

A large-scale collection of real-world demonstrations covering step-by-step tasks, procedures, and guided actions.

252K+

Clips

A large-scale collection of real-world demonstrations covering step-by-step tasks, procedures, and guided actions.

5+

Instructional Modalities

Spanning modalities such as silent demonstrations, narrated walkthroughs, and POV instructions.

5+

Instructional Modalities

Spanning modalities such as silent demonstrations, narrated walkthroughs, and POV instructions.

40+

Task Domains

Including cooking, home improvement, crafts, technical assembly, personal care, and everyday problem-solving.

40+

Task Domains

Including cooking, home improvement, crafts, technical assembly, personal care, and everyday problem-solving.

4+

Skill Levels Represented

From basic, single-step tasks to advanced, multi-step procedures requiring sequencing and precision.

4+

Skill Levels Represented

From basic, single-step tasks to advanced, multi-step procedures requiring sequencing and precision.

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Task Demonstration

Content Overview

Dataset Coverage

This dataset includes instructional video content focused on demonstrating tasks and procedures as they are performed in real-world settings. Coverage includes both narrated and non-narrated demonstrations and captures variation in pacing, presentation style, and procedural complexity.

Top Instructional Modalities

Instructor-Led Demonstration

Advanced

Mixed Modalities

Narrated Walkthrough

Top Skill Levels

Intermediate

Advanced

Beginner

Multi-Step/Expert