To think inside the box, or to think out of the box? Scientific discovery via the reciprocation of insights and concepts
Yu-Zhe Shi, Manjie Xu, Wenjuan Han, Yixin Zhu

TL;DR
This paper introduces Mindle, a semantic search game designed to simulate scientific discovery by balancing insight generation and domain knowledge application, enabling large-scale exploration of discovery processes.
Contribution
It proposes a novel framework and infrastructure, Mindle, to study the interplay of insight and domain knowledge in scientific discovery through a gamified approach.
Findings
Pilot studies reveal interesting patterns and hypotheses about discovery strategies.
The framework enables large-scale investigation of insight and concept usage.
Initial observations suggest diversity in individual discovery approaches.
Abstract
If scientific discovery is one of the main driving forces of human progress, insight is the fuel for the engine, which has long attracted behavior-level research to understand and model its underlying cognitive process. However, current tasks that abstract scientific discovery mostly focus on the emergence of insight, ignoring the special role played by domain knowledge. In this concept paper, we view scientific discovery as an interplay between that actively seeks insightful solutions and that generalizes on conceptual domain knowledge to keep correct. Accordingly, we propose Mindle, a semantic searching game that triggers scientific-discovery-like thinking spontaneously, as infrastructure for exploring scientific discovery on a large scale. On this basis, the meta-strategies for insights and the usage of concepts can be…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsExplainable Artificial Intelligence (XAI) · Computability, Logic, AI Algorithms · Mental Health Research Topics
