text stringlengths 0 180 |
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[chorus: opera steve & cam'ron] |
Killa Cam, Killa Cam, Cam |
Killa Cam, Killa Cam |
Killa Cam, Cam |
Killa Cam, Killa Cam, Cam |
Killa Killa Cam |
Killa Cam, Cam, Killa (Killa!) |
Killa Cam, Killa Cam, Cam (Bases loaded) |
Killa Cam, Killa Cam (Uh-huh) |
Killa Cam, Cam ( on second, Jim on third) |
Killa Cam, Killa Cam, Cam (I'm at bat) |
Killa Killa Cam |
Killa Cam, Cam, Killa (I'm 'bout to hit this shit out the world) |
Killa Cam (Ugh, ), Killa Cam, Cam |
Killa Cam, Killa Cam |
Killa Cam, Cam |
Killa Cam, Cam, Killa (We make this shit clap) |
Killa Killa Cam (Killa! Killa!) |
Killa Cam, Cam, Killa |
[verse 1] |
With the goons I spar, stay in tune with ma (What up?) |
She like, "Damn, this the realest since " |
Bomaye, Killa Cam, my Lord (My Lord) |
Still the man with the pan, scrilla, fam, on board |
Now bitches, they want to neuter me, niggas, they want to tutor me |
The hooligan in 's, maneuvering's nothing new to me |
Doggy, I'm from the land of grind, pan-pan: gram or dime? |
Not toes or MC when I say "hammer time" |
Beef: I hammer mine, when I get my hands on nines |
If I had on 'Bama line, , Cam'll shine |
Canary burgundy: I call it "Lemon Red" (Red) |
Yellow diamonds in my ear, call 'em |
, end up dead, ice like |
, , you could say I'm friends with Fred |
You unhappy, scrappy? (What's going on, ?) |
I got Pataki at me |
say I'm "Tacky Daddy," Range look like Laffy Taffy |
[chorus] |
Killa Cam |
Killa Cam Cam (sing) |
Killa Cam Cam (uhh, it's me, clap) |
Killa Cam |
Killa Killa Cam (sing) |
Killa Cam Cam Killa (uhh, it's me, clap) |
Killa Cam Cam (sing) |
Killa Cam Cam (clap, it's me) |
Killa Killa Cam (clap) |
(Harlem, I know y'all know about this) |
Killa Cam Cam Killa (Killa!) |
[verse 2] |
Yo, I'm from where Nicky Barnes got rich as fuck |
Rich and A hit the kitchens then were pitchin' up |
Rob Base, Mase, Doug E Fresh switched it up |
I do both, who am I to fuck tradition up? (Killa!) |
So I parked in a tow-away zone |
Chrome...I don't care |
That car a throwaway, homes (Killa!) |
to Harlem, where you welcome to problems |
Off of furlough, fellow felons get pardons |
Them niggas knew we bang |
Stood out like Pootie Tang |
Soon as the stoolie sings |
That when the toolie sing! |
Bang! Bang! |
Came from that movie ring |
Snap, crack jewelry bling |
, ooh he bring |
Clack-clack, "ooh he ring!" |
Bad rap, cuties cling |
Ass cap, put them in the river |
I'm the sushi king |
And I'ma keep ya fresh |
Let the fish eat ya flesh |
Yes sir, please confess |
Just say he's the best (Killa!) |
[chorus] |
Killa Cam (sing) |
Killa Cam Cam (clap) |
Killa Cam Killa Cam (yes) |
Killa Cam Cam (it's me, sing) |
Killa Cam Cam Killa (clap, yes sir, uhh) |
Killa Cam Cam (sing, clap) |
Killa Cam Cam (it's me) |
Killa Cam (sing, clap) |
(Let me end this shit, listen) |
Killa Cam Cam Killa |
[verse 3] |
(Killa!) Yo |
How dope is this? |
Teach you how to rope a chick |
What you want: coke or piff? |
Got it all, smoke or sniff? (everything) |
And you know my drift |
Used to figures, dough and shit (millions) |
You a rooster nigga, just a roaster, bitch |
And I roast ya bitch |
That's how it usually ends |
Tell her and her groupie friends |
Go get their coochie cleansed |
We the moody Gucci, Louis and Pucci men |
Artificial Stupidity — Text Corpus
The training data for AS-F and the tiny models.
One full collection run: 116.9 MB, 4,023,624 lines, 64 minutes.
| Source | Collected | Lines | What it teaches |
|---|---|---|---|
| Twitch chat (live scrape) | 36.0 MB | 1,389,682 | Thousands of people reacting in five words or less |
| Reddit comments | 24.0 MB | 419,077 | Real arguments between real humans |
| YouTube transcripts | 17.9 MB | 548,858 | 24 channels of people talking nonstop |
| Twitch chat (HF dump) | 15.0 MB | 604,340 | More of the same |
| Song lyrics | 15.0 MB | 386,512 | So it can be asked to write a song |
| Synthetic arithmetic | 9.0 MB | 675,155 | So it can do maths, badly |
The persona data
Scraped text teaches a model to talk but not to answer questions — nobody on Twitch explains photosynthesis. That data does not exist, so it was written by hand: 89 seed answers expanded into 52,741 examples, each following three rules — perfect grammar, wrong in a way a real person could believe, never hedge.
40% of the real corpus is mixed back in; training on persona data alone overwrites the internet voice with the 89 templates.
Cleaning
Stricter than you would expect, because a character-level model pays for every
distinct character it sees. Strips URLs, @mentions, [Music] tags, bot
messages and Twitch emote names, while deliberately keeping KEKW and
LULW — real words to this corpus. Collapses spam: LMAOOOOOOOO → LMAOOO.
Reproducing
git clone https://github.com/ayushmaninbox/artificial-stupidity
cd artificial-stupidity/as-text-model
python data/collect.py --target-mb 150
License
Not mine to license. This is Twitch chat, Reddit comments, YouTube transcripts and song lyrics written by other people, collected for a personal experiment and republished for reproducibility. Check the source material's terms before any commercial use.
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