Related Experiment Video
Updated: Sep 20, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
Using the Nested Structure of Knowledge to Infer What Others Know.
Edgar Dubourg1, Thomas Dheilly1, Hugo Mercier1
1Institut Jean Nicod, Département d'Études Cognitives, Ecole Normale Supérieure, Ecole des Hautes Études en Sciences Sociales, Université PSL, Centre National de la Recherche Scientifique (CNRS).
People can accurately infer others' knowledgeability by assessing the rarity of their information. Knowing a rare fact suggests broader expertise, even with limited data.
Area of Science:
- Cognitive Psychology
- Social Psychology
- Information Science
Background:
- Humans often rely on others for information acquisition.
- Identifying knowledgeable individuals is challenging, especially when one lacks knowledge.
- Existing models do not fully explain how knowledgeability is inferred from limited cues.
Purpose of the Study:
- To investigate the nested structure of human knowledge.
- To determine if knowledgeability can be reliably inferred from minimal information.
- To explore the role of knowledge rarity in assessing expertise.
Main Methods:
- Survey of 848 U.S. adults recruited online.
- Analysis of participants' ability to gauge others' knowledge based on limited information.
- Examination of the relationship between knowledge rarity and perceived expertise.
Main Results:
- Individuals can accurately estimate others' knowledgeability using minimal cues.
- The rarity of a piece of information serves as a reliable indicator of an individual's overall knowledge.
- Even those with limited knowledge in a theme can infer others' expertise from a single piece of information.
Conclusions:
- Human knowledge exhibits a nested structure, with common knowledge held broadly and rare knowledge by experts.
- The rarity of information is a key factor in inferring an individual's knowledgeability.
- This nested knowledge structure provides a mechanism for efficient information seeking and social learning.
More Related Videos
07:35A Knowledge Graph Approach to Elucidate the Role of Organellar Pathways in Disease via Biomedical Reports
Published on: October 13, 2023
05:15The Spatial Memory Game: Testing the Relationship Between Spatial Language, Object Knowledge, and Spatial Cognition
Published on: February 19, 2018
Related Concept Videos
Inductive Reasoning
Inductive reasoning is common in descriptive science. A life scientist makes observations and records them. This data can be qualitative or...
Self-Schemas
The Nativist Approach
Deductive Reasoning
For example, a researcher can deduce specific predictions...
Schemata
Two types of schemata are:
Storage