It can't play "Set", a card game that is trivial to solve with a 10-line python program.
--> it can explain the game, can abstract it, write a program to solve it, but can't actually *play* it.
Check the full convo in the chat below:
First, I asked about the game (great intro if you don't know the game).
Then, I asked #GPT4 to come up with a strategy to solve it. The strategy is sound, but it doesn't consistently map between the numbers and the attributes:
Ok, so let's try playing: (spoiler: it provides only wrong answers!)
Funnily, it can write a program that does it correctly:
which returns:
Set 1: (2121, 1213, 3332)
Set 2: (3221, 3113, 3332)
Set 3: (1331, 3132, 2233)
But #GPT4 can't simulate this program properly, and when being pointed out that the output is wrong, it suggests the algorithm is wrong and edits the code:
This again showcases the promise of Toolformer and external plugins to execute code..
First, some excellent reviews explaining some key preliminaries of FMs:
🔍 self-supervised learning:
a paradigm that allows for the training of AI models w/o explicit and costly labels (huge for medical applications). nature.com/articles/s4155…
(2/9)
🔍 multimodal AI:
Medicine is driven by various types of data that hold complementary information. The rise of multimodal medical AI promises holistic views on patients and their diseases. nature.com/articles/s4159…
(3/9)
If you want to predict clinical phenotypes using #MachineLearning, check out our systematic review on ML-based #sepsis prediction. A THREAD with take-aways that could be relevant to #AI in #healthcare in general. (--> = hints for practitioner) 1/n bit.ly/34pIvRs
1) Motivation: why should we even care about #sepsis? For decades clinicians have a) struggled to detect it in its early stages where organ damage is still reversible and b) failed to find a robust and early biomarker for sepsis. 2/n
--> Make sure that your problem (as well as your solution) *actually matters* (e.g., how is it helping doctors if you just foresee that a patient won't make it?) and ensure that it cannot be easily solved by conventional approaches.
3/n