|
|
|
|
|
by densh
255 days ago
|
|
Have any studies been done on the use of newer or less popular programming languages in the era of LLMs? I'd guess that the relatively low number of examples and the overall amount of code available publicly in a particular language means that LLM output is less likely to be good. If the hypothesis is correct, it sets an incredibly high bar for starting a new programming language today. Not only does one need to develop compiler, runtime, libraries, and IDE support (which is a tall order by itself), but one must also provide enough data for LLMs to be trained on, or even provide a custom fine-tuned snapshot of one of the open models for the new language. |
|
I don't work in this area (I have a very unfavorable view of LLMs broadly), but I have colleagues who are working on various aspects of what you ask about, e.g., developing testing frameworks to help ensure output is valid or having the LLMs generate easily-checkable tests for their own generated code, developing alternate means of constraining output (think of, like, a special kind of type system), using LLMs in a way similar to program synthesis, etc. If there is fruit to be borne from this, I would expect to start seeing more publications about it at high-profile venues in the next year or two (or next week, which is when ICFP and SPLASH and their colocated workshops will convene this year, but I haven't seen the publications list to know if there's anything LLM-related yet).