My Approach to Reasoning in LLMs
In my research, I explore the intricate mechanisms of logical reasoning within large language models, investigating how these systems develop, express, and validate logical arguments.
Problem:
How many wheels does a bicycle and tricycle have in total?
Click on a node to explore the reasoning process
My Writings on Reasoning
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Key Concepts in Reasoning
Logical Inference
The process of deriving logical conclusions from a set of premises using valid reasoning methods.
Deductive Reasoning
A logical approach where conclusions are drawn from general principles to specific instances with guaranteed validity.
Probabilistic Reasoning
Reasoning that accounts for uncertainty by using probability distributions to represent knowledge and make inferences.
Causal Reasoning
Understanding and modeling cause-and-effect relationships to explain and predict system behaviors.