Dataset Overview

Basic Information

• License: MIT
• Language: English
• Dataset Name: 15k Reasoning
• Size: 10K < n < 100K

Dataset Source and Generation

• Source: The dataset originates from the atlasunified/atlas‑reasoning repository.
• Generation Method: Synthesized using GPT‑3.5‑turbo.

Dataset Content

Main Categories

1. Deductive Reasoning

• Includes subcategories such as Syllogistic Arguments, Assumptions, Abductive Reasoning.

2. Inductive Reasoning

• Includes subcategories such as Hypothetical Reasoning, Analogy, Probabilistic Reasoning.

3. Informal Logic

• Includes subcategories such as Fallacies in Reasoning, Argument Analysis and Evaluation, Causal Reasoning.

4. Cognitive Bias

• Includes subcategories such as Confirmation Bias, Availability Heuristic, Anchoring Bias.

5. Logical Fallacies

• Includes subcategories such as Ad Hominem Fallacy, Straw Man Fallacy, Appeal to Authority Fallacy.

6. Probability Theory

• Includes subcategories such as Conditional Probability, Bayes Theorem, Combinatorics and Counting Principles.

7. Universality

• Includes subcategories such as Turing Machines, Computational Universality, Halting Problem.

8. Linguistic Logic

• Includes subcategories such as Propositional Logic, Predicate Logic, Formal Languages.

9. Moral Reasoning

• Includes subcategories such as Moral Dilemmas in Healthcare, Ethical Considerations in Scientific Research.

10. Philosophical Reasoning

• Includes subcategories such as The Nature of Knowledge, Epistemological Skepticism, Theories of Truth.

11. Analogical Reasoning

• Includes subcategories such as Identifying Similarities and Differences between Two Objects, Applying Analogical Reasoning in Problem Solving.

12. Set Theory

• Includes subcategories such as Union of Sets, Intersection of Sets, Complement of a Set.

13. Abductive Reasoning

• Includes subcategories such as Hypothesis Generation in Abductive Reasoning, Evidence Evaluation in Abductive Reasoning.

14. Decision Theory

• Includes subcategories such as Utility Theory, Rational Choice Theory, Expected Utility Theory.

15. Epistemology

• Includes subcategories such as Foundationalism vs. Coherentism, Empiricism vs. Rationalism.

16. Mind Mapping

• Includes subcategories such as Techniques for Creating Effective Mind Maps, Applying Mind Mapping to Problem Solving.

Summary

• The “15k Reasoning” dataset is a synthetic dataset focusing on multiple reasoning and logic categories, suitable for educational and research purposes. The dataset is rich in content, covering a wide range of topics from basic logic to advanced philosophical reasoning.