Executive summary: This project evaluates language models’ problem-solving capabilities in graph theory, revealing limitations in their ability to accurately perform complex tasks like n-coloration and graph isomorphism identification.
Key points:
Language models were chosen for their accessibility and recent advancements in problem-solving abilities.
Tasks focused on n-coloration and graph isomorphism, using incidence encoding to represent graphs in natural language.
Results showed models struggled with accuracy: 0% proper n-colorations and 0% correct isomorphisms identified.
Prompt design and data selection significantly impact outcomes, highlighting the need for careful task construction.
Future research directions include evaluating other AI models and exploring more complex mathematical problems.
Unsolved questions remain about optimal problem selection, prompt design, and evaluation methods for AI in mathematical domains.
This comment was auto-generated by the EA Forum Team. Feel free to point out issues with this summary by replying to the comment, andcontact us if you have feedback.
Executive summary: This project evaluates language models’ problem-solving capabilities in graph theory, revealing limitations in their ability to accurately perform complex tasks like n-coloration and graph isomorphism identification.
Key points:
Language models were chosen for their accessibility and recent advancements in problem-solving abilities.
Tasks focused on n-coloration and graph isomorphism, using incidence encoding to represent graphs in natural language.
Results showed models struggled with accuracy: 0% proper n-colorations and 0% correct isomorphisms identified.
Prompt design and data selection significantly impact outcomes, highlighting the need for careful task construction.
Future research directions include evaluating other AI models and exploring more complex mathematical problems.
Unsolved questions remain about optimal problem selection, prompt design, and evaluation methods for AI in mathematical domains.
This comment was auto-generated by the EA Forum Team. Feel free to point out issues with this summary by replying to the comment, and contact us if you have feedback.