Uncover the latest AI trends in Appen's 2024 State of AI Report.

Resources

Featured Resources

How Krippendorff’s Alpha Improves Data Reliability

Learn how to leverage Krippendorff’s Alpha to evaluate the quality of your annotated sets and inter-rater reliability (IRR).

How Cohere Scaled Preference-Based Fine-Tuning for Enterprise LLMs

Discover how Cohere partnered with Appen to scale high-quality supervised fine tuning and LLM evaluation with real-time annotation.

Pre-Labeled Datasets

Accelerate your AI projects with licensable datasets

Browse our extensive catalog of over 270 audio, image, video and text datasets in over 80 languages. Our pre-labeled datasets are available immediately so you can get started right away.

Multilingual LLM Translation: Evaluating Cultural Nuance in Generative AI

Discover where multilingual AI translation falls short and why human oversight is key to accurate localisation.

Blog

How Krippendorff’s Alpha Improves Data Reliability

Old Is New Again: How Rubrics and Fine-Tuning Work Together in LLM Evaluation

Preserving Cultural Nuance in AI: Beyond Translation

AI Circle x Appen: Experts in the Loop

Neutrality Is Strategic – Why We’re Doubling Down on It

ICLR 2025: Advances in Trustworthy Machine Learning

Navigating Foundation Model Selection: How to Future-Proof Your Generative AI Investments

ICLR 2025 Recap: Where the Research Community is Taking AI Next

Case Studies

How Cohere Scaled Preference-Based Fine-Tuning for Enterprise LLMs

Enhancing an AI Video Description Generator with Human Validation

Accelerating Music Generation for Leading AI Platform

Rapid-Sprint LLM Evaluation & A/B Testing in Multiple Complex Domains

Improving Multilingual LLM Performance with Supervised Fine-Tuning

Training an LLM Image Generator for Graphic Design in 20+ Languages

How ReflexAI Empowers Veterans with AI Mental Health Support

How Microsoft is Advancing Equitable Knowledge Access with AI Translation

White Papers, Reports and eBooks

Multilingual LLM Translation: Evaluating Cultural Nuance in Generative AI

Adversarial Prompting: Benchmarking Safety in Large Language Models

AI Safety: Building Responsible and Reliable System

Mastering Large Language Models: A Deep Dive for AI Leaders

2024 State of AI Report: Navigate the Evolving AI Landscape

How RAG and Human Expertise Optimize AI Performance

Guide to Chain-of-Thought Prompting

THE STATE OF AI AND MACHINE LEARNING FOR AUTOMOTIVE 2023

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Data Sheets

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