Understanding Usage and Engagement in AI-Powered Scientific Research Tools: The Asta Interaction Dataset

Dany Haddad·Daniel Bareket·Joseph Chee Chang
2026

TLDRThis work presents and analyzes the Asta Interaction Dataset, a large-scale resource comprising over 200,000 user queries and interaction logs from two deployed tools within an LLM-powered retrieval-augmented generation platform, and characterize query patterns, engagement behaviors, and how usage evolves with experience.

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Understanding Usage and Engagement in AI-Powered Scientific Research Tools: The Asta Interaction Dataset

Dany Haddad·Daniel Bareket·Joseph Chee Chang
2026

TLDRThis work presents and analyzes the Asta Interaction Dataset, a large-scale resource comprising over 200,000 user queries and interaction logs from two deployed tools within an LLM-powered retrieval-augmented generation platform, and characterize query patterns, engagement behaviors, and how usage evolves with experience.

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