Graph-of-Thoughts Reasoning Quiz

Answers and explanations appear as you take the quiz.

1. What is the defining structural difference between Graph-of-Thoughts and Tree-of-Thoughts?
   • GoT allows thoughts to merge and loop, not just branch from a single parent
   • GoT removes all reasoning steps
   • GoT only works with a single thought
   • GoT cannot evaluate thoughts
2. In Graph-of-Thoughts, what does the 'aggregation' operation do?
   • Deletes all thoughts
   • Merges several thoughts into one combined solution
   • Translates a thought into another language
   • Stops the reasoning process
3. What does 'refinement' correspond to in the GoT graph?
   • A brand-new unrelated problem
   • Removing the scoring function
   • A self-loop that revises and improves a thought
   • A fixed final answer
4. Why is Graph-of-Thoughts well suited to a task like sorting a long list?
   • Because sorting needs no reasoning
   • Because it forbids combining results
   • Because it only handles single numbers
   • Because it can split the list, sort pieces independently, and aggregate them
5. Which components orchestrate a Graph-of-Thoughts run?
   • A controller, a graph-of-operations schedule, and a scoring/ranking module
   • Only a single prompt with no structure
   • A physical robot arm
   • A spreadsheet
6. According to the GoT authors, how did it compare to Tree-of-Thoughts on sorting?
   • It was worse on every metric
   • It improved sorting quality while also reducing cost
   • It produced no output
   • It only worked on images
7. Why can a graph represent a shared subproblem more directly than a strict tree?
   • A tree permits unlimited cycles by definition
   • A graph has no intermediate thoughts
   • A thought node can have dependencies from multiple prior thoughts
   • A graph removes the need to score candidates
8. In the GoT controller, what does the graph-of-operations schedule specify?
   • The hardware clock speed
   • The model’s training corpus
   • The user’s vector database schema
   • Which generation, aggregation or refinement transformations run and in what order