I was coming in to say this. These CEOs are trying to promote it with this doom and gloom bs. As of now these LLMs can't create new solutions. It can replace Google and stack overflow... That's about it
This bubble pop is going to be epic.
1/6
Introducing FunSearch in @Nature: a method using large language models to search for new solutions in mathematics & computer science.
It pairs the creativity of an LLM with an automated evaluator to guard against hallucinations and incorrect ideas. FunSearch: Making new discoveries in mathematical sciences using Large Language Models
2/6
FunSearch uses an evolutionary approach to find the “fittest” ideas, which are expressed as computer programs to be run and evaluated automatically.
An iterative procedure allows the LLM to suggest improvements to programs while the evaluator discards bad ones.
3/6
We pushed the boundary of this simple method to discover new results for hard open problems in mathematics and computer science.
FunSearch doesn't only find solutions, it outputs programs that describe how to build those solutions. ↓ FunSearch: Making new discoveries in mathematical sciences using Large Language Models
4/6
The “cap set problem” is akin to finding the largest set of points - called a cap set - in a high-dimensional grid, where no three points lie on a line.
FunSearch created state-of-the-art programs which discovered cap sets that are larger than previously known.
5/6
The bin-packing problem looks at how to pack items into the least amount of bins. It has many practical applications like allocating compute jobs in data centers to minimize costs.
FunSearch tailors programs to the specifics of the data, outperforming established approaches.
6/6
FunSearch marks the first time an LLM has been used to generate new knowledge in the mathematical sciences realm.
It could even be applied to improve algorithms used in:
Manufacturing
Optimizing logistics
Reducing energy consumption
And more. ↓ FunSearch: Making new discoveries in mathematical sciences using Large Language Models
To post tweets in this format, more info here: https://www.thecoli.com/threads/tips-and-tricks-for-posting-the-coli-megathread.984734/post-52211196
Introducing FunSearch in @Nature: a method using large language models to search for new solutions in mathematics & computer science.
It pairs the creativity of an LLM with an automated evaluator to guard against hallucinations and incorrect ideas. FunSearch: Making new discoveries in mathematical sciences using Large Language Models
2/6
FunSearch uses an evolutionary approach to find the “fittest” ideas, which are expressed as computer programs to be run and evaluated automatically.
An iterative procedure allows the LLM to suggest improvements to programs while the evaluator discards bad ones.
3/6
We pushed the boundary of this simple method to discover new results for hard open problems in mathematics and computer science.
FunSearch doesn't only find solutions, it outputs programs that describe how to build those solutions. ↓ FunSearch: Making new discoveries in mathematical sciences using Large Language Models
4/6
The “cap set problem” is akin to finding the largest set of points - called a cap set - in a high-dimensional grid, where no three points lie on a line.
FunSearch created state-of-the-art programs which discovered cap sets that are larger than previously known.
5/6
The bin-packing problem looks at how to pack items into the least amount of bins. It has many practical applications like allocating compute jobs in data centers to minimize costs.
FunSearch tailors programs to the specifics of the data, outperforming established approaches.
6/6
FunSearch marks the first time an LLM has been used to generate new knowledge in the mathematical sciences realm.
It could even be applied to improve algorithms used in:
Manufacturing
Optimizing logistics
Reducing energy consumption
And more. ↓ FunSearch: Making new discoveries in mathematical sciences using Large Language Models
To post tweets in this format, more info here: https://www.thecoli.com/threads/tips-and-tricks-for-posting-the-coli-megathread.984734/post-52211196