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Off-the-shelf data for supervised fine-tuning

Generate precise, tailored training data for SFT with off-the-shelf (OTS) datasets to enhance the capabilities of your frontier models.

Off-the-shelf data for supervised fine-tuning
Unlock new AI capabilities with OTS data
Overview

Unlock new AI capabilities with OTS data

Accelerate both foundational and task-specific models on new tasks and capabilities by leveraging OTS data, driving significant improvements in the priority areas your lab is targeting.


Current datasets available include Math (HLE – Multimodal), ToolUse (Tau-bench and Tau2-bench), and Math (Novel IMO-style questions with GTFA) and beyond.


Get in touch with one of our AI experts to learn more.

The foundation of advanced AI training comes from high-quality data

Expand model capabilities

Expand model capabilities

Accelerate both foundational and task-specific models on new tasks and capabilities by leveraging OTS data, driving significant improvements in the priority areas your lab is targeting.

Improve accuracy
Improve accuracy

Enhance the model's accuracy, relevance, and overall quality of outputs on the target task.

Mitigate biases
Mitigate biases

Reduce or eliminate biases present in the pre-trained model to align with your organization’s preferences.

Task-specific customization
Task-specific customization

Adapt a general-purpose pre-trained model to perform well on a specific task or domain.

The challenges of SFT
Challenges

The challenges of SFT

SFT comes with its own set of challenges. Acquiring sufficient, high-quality OTS data requires access to vetted, domain-specific experts. Additionally, ensuring consistency and accuracy across annotations is crucial and requires a platform with advanced metrics and real-time reporting. 

Expanding AI capabilities with Labelbox
Solution

Expanding AI capabilities with Labelbox

Labelbox addresses these challenges head-on, providing a comprehensive platform and expert services to streamline the SFT process. Accelerate model development with high-quality SFT off-the-shelf datasets curated by vetted subject matter experts to accelerate cutting-edge model development for advanced coding, STEM, agentic workflows, and beyond.

Why Labelbox for OTS data

Accelerate AI development
Accelerate AI development

OTS datasets boosts model performance, while our applied AI services and Evaluation Platform ensure sustained model performance and prevent model drift.

Deliver frontier-level performance
Deliver frontier-level performance

Rapidly streamline your model training with advanced dataset generation. Tap into Linguists, PHDs, and coders from diverse domains to curate datasets across every domain and use case.

Generate high quality datasets
Generate high quality datasets

Labelbox stands behind our ability to deliver high-quality data. If the data delivered doesn’t meet your quality standards, we are happy to redo any labels completely free of charge.

Maintain data privacy & security
Maintain data privacy & security

Keep full ownership, transparency, and control over your data throughout the AI development process.