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Clio
Overview :
Clio is an automated analysis tool developed by Anthropic that focuses on understanding real-world usage of language models while ensuring privacy. By abstracting conversations into thematic clusters, it helps reveal how users interact with the Claude AI model in their daily activities, similar to Google Trends. A key advantage of Clio is its ability to provide insights into AI usage without compromising user privacy, which is crucial for enhancing AI model security. Anthropic places a high priority on user data protection, and the design of Clio reflects this commitment through multi-layered privacy measures.
Target Users :
Clio's target audience includes AI model providers, researchers, and policymakers. For AI model providers, Clio helps them understand how users interact with their products, which can inform product safety improvements. For researchers, Clio serves as a tool for studying the actual utilization of AI models, contributing to both academic research and technological development. Policymakers can leverage Clio's insights to formulate or adjust relevant policies, ensuring the healthy development of AI technology.
Use Cases
Clio analyzed 1 million dialogues with Claude, finding that over 10% of the conversations focused on web and mobile application development.
Educational purposes accounted for more than 7%, involving teaching and learning.
Clio identified several small conversation clusters, including dream interpretation and football match analysis.
Features
Extract facets: Clio extracts multiple facets from each conversation, such as topics, dialogue turns, or languages used.
Semantic clustering: Similar conversations are automatically grouped by themes or general topics.
Cluster descriptions: Each cluster receives a descriptive title and summary, capturing common themes while excluding private information.
Build hierarchy: Clusters are organized into a multi-level hierarchical structure for easier exploration, and presented through an interactive interface.
Privacy protection: Clio automatically anonymizes and aggregates data during analysis, with only high-level clusters visible to human analysts.
Enhanced safety measures: Clio helps Anthropic improve security protocols by identifying activities that may violate usage policies, thereby enhancing trust and security systems.
Detection and prevention of coordinated abuse: Clio effectively identifies complex patterns of coordinated abuse that may not be visible when conversations are viewed in isolation.
Enhanced monitoring of high-risk events: Clio assists in monitoring new uses and risks during periods of uncertainty or during high-risk events.
How to Use
1. Extract facets: Clio automatically extracts key attributes or metadata from conversations.
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2. Semantic clustering: Clio groups similar conversations into clusters automatically.
3. Cluster descriptions: Clio generates descriptive titles and summaries for each cluster.
4. Build hierarchy: Clio organizes clusters into a hierarchical structure for easier exploration.
5. Privacy protection: Clio automatically anonymizes and aggregates data during analysis.
6. Enhance safety measures: Use insights from Clio to improve and strengthen safety protocols.
7. Identify coordinated abuse: Leverage Clio to detect potential coordinated abusive behaviors.
8. Monitor high-risk events: Use Clio to track new uses and risks before and after high-risk events.
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