KoalaAI (Koala AI)
Key Points
- 1Koala AI is dedicated to creating AI models grounded in strong ethical principles.
- 2They achieve this by utilizing open or public domain data for training, or by developing models that provide a direct benefit to society.
- 3Their work includes models and datasets focused on text moderation, hate speech detection, and content from open-source platforms and public domain images.1. ๐จ Koala AI is dedicated to creating AI models grounded in strong ethical principles.
- 4They achieve this by utilizing open or public domain data for training, or by developing models that provide a direct benefit to society.
- 5Their work includes models and datasets focused on text moderation, hate speech detection, and content from open-source platforms and public domain images.
Koala AI is an organization dedicated to developing artificial intelligence models with a strong ethical foundation. Their core methodology emphasizes two primary principles: training models exclusively on open or public domain data and ensuring that their models provide a tangible benefit to society.
This ethical stance is exemplified through their diverse portfolio of public assets, including various models, datasets, and interactive spaces. Their model releases frequently focus on text-based applications, with a notable emphasis on text classification for content moderation. Key models in this domain include Text-Moderation, Emoji-Suggester, HateSpeechDetector, and OffensiveSpeechDetector, which collectively aim to identify and manage harmful or inappropriate content. The Text-Moderation model, for instance, is a large text-classification model with approximately 139 million parameters ( parameters).
Beyond moderation, Koala AI also offers text generation models, such as the Bamboo-Nano, Bamboo-400M, and OPT-1.3b-Chat, the latter being a larger model with over 1.3 billion parameters ( parameters) designed for conversational AI. Additionally, they have developed a series of summarization models, including ChatSum-Large, ChatSum-Small, and ChatSum-Base.
In line with their commitment to open and public domain data, Koala AI has published several datasets. These include large-scale text moderation datasets like Text-Moderation-Multilingual (containing over 1.6 million rows of tabular and text data) and Text-Moderation-v2-small. Crucially, they also provide datasets explicitly labeled as "CC0" (Creative Commons Zero), such as StockImages-CC0 (approximately 4,000 image and text entries) and GitHub-CC0 (over 1 million text entries), affirming their dedication to utilizing publicly available and permissively licensed data for training.
The organization further extends its ethical mission through interactive demonstrations hosted in public spaces. Examples include the KoalaAI Text Moderation and Moderation-Demo spaces, which allow users to classify text for harmful content and observe the performance of their offensive/hate speech detection models, reinforcing their aim to deploy beneficial AI applications.