There are studies that look deeper into model collapse in various AI models and demonstrate some interesting results. In this one, there is an example of how model degrades over generations. I think the model presented here is the one used at Meta, but with a smaller number of parameters.
Example 1. Example of text outputs of an OPT-125m model affected by
model collapse—models degrade over generations, for which each new
generation is trained on data produced by the previous generation.
• Input: some started before 1360 — was typically accomplished by a
master mason and a small team of itinerant masons, supplemented by
local parish labourers, according to Poyntz Wright. But other authors
reject this model, suggesting instead that leading architects designed
the parish church towers based on early examples of Perpendicular.
• Outputs:
Gen 0: Revival architecture such as St. John’s Cathedral in London.
The earliest surviving example of Perpendicular Revival architecture
is found in the 18th @-@ century Church of Our Lady of Guernsey,
which dates from the late 19th century. There are two types of per-
pendicular churches : those.
Gen 1: architecture such as St. Peter’s Basilica in Rome or St. Peter’s
Basilica in Buenos Aires. There is no evidence that any of these build-
ings were built during the reign of Pope Innocent III, but it is possible
that they may have been built during the reign of his successor, Pope
Innocent.
Gen 5: ism, which had been translated into more than 100 languages
including English, French, German, Italian, Spanish, Portuguese,
Dutch, Swedish, Norwegian, Polish, Hungarian, Slovak, Lithuanian,
Estonian, Finnish, Romanian, Bulgarian, Turkish, Croatian, Serbian,
Ukrainian, Russian, Kazakh, Kyrgyz.
Gen 9: architecture. In addition to being home to some of the world’s
largest populations of black @-@ tailed jackrabbits, white @-@ tailed
jackrabbits, blue @-@ tailed jackrabbits, red @-@ tailed jackrabbits,
yellow @-.—
Model collapse is only a theory at this point; will the model collapse or progress towards a singularity?
There are studies that look deeper into model collapse in various AI models and demonstrate some interesting results. In this one, there is an example of how model degrades over generations. I think the model presented here is the one used at Meta, but with a smaller number of parameters.
Example 1. Example of text outputs of an OPT-125m model affected by model collapse—models degrade over generations, for which each new generation is trained on data produced by the previous generation.
• Input: some started before 1360 — was typically accomplished by a master mason and a small team of itinerant masons, supplemented by local parish labourers, according to Poyntz Wright. But other authors reject this model, suggesting instead that leading architects designed the parish church towers based on early examples of Perpendicular.
• Outputs:
What’s the difference? Because unless I’m completely misunderstanding, model collapse and singularity aren’t even on the same spectrum.