Stream of consciousness is a narrative style in literature that usually mimics the continuous flow of thoughts in a character’s mind. Such text often includes long, flowing sentences, associative thoughts, and unusual syntax (e.g. no punctuation). As AI generated text becomes more popular, language models in machine learning increasingly mediate our digital reality. underflow aims to explore the hidden, associative thoughts in language models that connect between words. It serves as an experimental approach to visualise the stream of consciousness in machine intelligence, revealing how probabilities and statistical data have shaped language understanding. The command line interface invites users to type their thoughts and watch how the program expands the sentence by navigating a path based on every pair of words in the language model. It visualises how the language model defines connection between words, as well as distances between semantic meanings.
A text-based work created using underflow:
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only as well so we i we they would not should want should to could threat scare threat could
the even friends neighbors neighbours neighbors friends even but so we i we so have having
never know tell listen hear heard hear listen tell you them hundreds protesters shouting shout
shouting protesters dozens others or either not does anything really so if does what this not
might suggesting implying imply implying suggesting might that the well inside walls inside
them are these they well very difficult conditions environment environments habitats vegetation
dense thick dense vegetation habitats environments environment conditions result less or either
not even those are these they be being be so well as way done careful thoughtful respectful
polite respectful thoughtful careful done way as well so we i am i really trying to not be not
either or just i am i just where outside inside outside where well some even what kind sort
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another a what realize dream realize nothing that also has have but what going gone they same
on same for even far even too so long
but i am i really truly realize dream dreaming dream realize fact because if you i so because
was when then when so we i you if can not what why explain why what even many some of the what
phenomenon sensation sensations sensation phenomenon what i feel felt thought fact today this
such well as also the up dollar lira erm lira currency circulation flow flows river along where
of some say officials authorities police officers soldiers military force air force military
soldiers officers police authorities officials wednesday came from came the he she anna blaman
knoroz maheswary aircon maheswary knoroz dalassene anna she again wait come but there but was
it this sort strange something sounds sound sounds something so that though indeed seems seemed
might to not be so come coming from coming only every if possible way direction way and well so
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but when after last since last came when so we i am i going alone just i we so have even fact
nothing nobody going did to may released polydor spinefarm mediaskare crosscheck mediaskare
spinefarm polydor records though whether what this kind something sounds sound sounds something
so was but even real rather or only part of this so long what realize dream realize frankly
honestly frankly something it is it so very pretty stuff weird creepy
the even more so we i really think what the even more so we i know believe know i we should not
what think what about that this kind going anymore you like even just you i know do not what
know maybe you i we should come just you know tell ask asking messages whatsapp chatbot chatgpt
chatbot whatsapp messages greeting hello hey you what know do you think