Papers with Science of Science
AI Agents for the Science of Science: A Survey of Tasks, Architectures, Evaluations, and Challenges (2026.findings-acl)
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| Challenge: | The Science of Science (SciSc) examines how scientific knowledge is produced, evaluated, and transformed by utilizing large-scale scholarly and bibliometric data. |
| Approach: | They propose a task-centered taxonomy for AI agents that model citations, collaborations, and community dynamics. |
| Outcome: | The proposed taxonomy distinguishes agents as simulations from tools for empirical analysis and scientific workflows. |