Datasets:

schneewolflabs
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destructo-dpo

prompt string	chosen string	rejected string	op string	seed_id string	lang string	source string
Retype the following passage the way a careless, hurried typist would — transposed letters, dropped letters, a doubled word here and there. Output only your version. "If, as I have, you also doe, Vertue attired in woman see, And dare love that, and say so too, And forget the He and She; And if this love, though placed...	"If, as I have, you also doe, Vertue attired in woman see, And dare love that, and say so too, And forget the He and She; And if this love, though placed so, From prophane men you hide, Which will no faith on this bestow, Or, if they doe, deride: Then you have done a braver thing Than all the Worthies did, And a braver...	"If, as I have, you also doe, Vertue attired in woman see, And dare love that, and say so too, And forget the He and She; And if this love, though placed so, From prophane men you hide, Which will no faith on this bestow, Or, if they doe, deride: Then you have done a braver thing Than all the Worthies did, And a braver...	typos	pg-145-039-00-4441c252	en	pg-145
Strip every capital letter from this text — make it fully lowercase. "At that point one of the lawyers asked him, as it were incidentally, the most simple question, 'Wasn't it Smerdyakov killed him?' Then, as we expected, he was horribly angry at our having anticipated him and caught him unawares, before he had time t...	"at that point one of the lawyers asked him, as it were incidentally, the most simple question, 'wasn't it smerdyakov killed him?' then, as we expected, he was horribly angry at our having anticipated him and caught him unawares, before he had time to pave the way to choose and snatch the moment when it would be most n...	"At that point one of the lawyers asked him, as it were incidentally, the most simple question, 'Wasn't it Smerdyakov killed him?' Then, as we expected, he was horribly angry at our having anticipated him and caught him unawares, before he had time to pave the way to choose and snatch the moment when it would be most n...	lowercase	pg-28054-086-02-cd46235f	en	pg-28054
MAKE THIS ENTIRE PASSAGE UPPERCASE. OUTPUT ONLY THE TEXT. "But I've still better things about children. I've collected a great, great deal about Russian children, Alyosha. There was a little girl of five who was hated by her father and mother, 'most worthy and respectable people, of good education and breeding.' You s...	"BUT I'VE STILL BETTER THINGS ABOUT CHILDREN. I'VE COLLECTED A GREAT, GREAT DEAL ABOUT RUSSIAN CHILDREN, ALYOSHA. THERE WAS A LITTLE GIRL OF FIVE WHO WAS HATED BY HER FATHER AND MOTHER, 'MOST WORTHY AND RESPECTABLE PEOPLE, OF GOOD EDUCATION AND BREEDING.' YOU SEE, I MUST REPEAT AGAIN, IT IS A PECULIAR CHARACTERISTIC OF...	"But I've still better things about children. I've collected a great, great deal about Russian children, Alyosha. There was a little girl of five who was hated by her father and mother, 'most worthy and respectable people, of good education and breeding.' You see, I must repeat again, it is a peculiar characteristic of...	uppercase	pg-28054-035-02-2f1564fd	en	pg-28054
Strip every punctuation mark from this passage. "That's arranged. And perhaps you wouldn't mind," said Mr. Grewgious, "stepping over to the hotel in Furnival's, and asking them to send in materials for laying the cloth. For dinner we'll have a tureen of the hottest and strongest soup available, and we'll have the best...	Thats arranged And perhaps you wouldnt mind said Mr Grewgious stepping over to the hotel in Furnivals and asking them to send in materials for laying the cloth For dinner well have a tureen of the hottest and strongest soup available and well have the best madedish that can be recommended and well have a joint such as ...	"That's arranged. And perhaps you wouldn't mind," said Mr. Grewgious, "stepping over to the hotel in Furnival's, and asking them to send in materials for laying the cloth. For dinner we'll have a tureen of the hottest and strongest soup available, and we'll have the best made-dish that can be recommended, and we'll hav...	no_punct	pg-564-011-01-49b407b7	en	pg-564
Output this passage with its sentences in reverse order. "So, you're going on to Lower Halliford, are you?" inquired Sikes. "Yes, I am," replied the man, who seemed a little the worse—or better, as the case might be—for drinking; "and not slow about it neither. My horse hasn't got a load behind him going back, as he h...	The door yielded to the pressure, and they passed in together. Sikes, with Oliver's hand still in his, softly approached the low porch, and raised the latch. It was dark, dismantled, and, to all appearance, uninhabited. There was a window on each side of the dilapidated entrance, and one story above; but no light was v...	"So, you're going on to Lower Halliford, are you?" inquired Sikes. "Yes, I am," replied the man, who seemed a little the worse—or better, as the case might be—for drinking; "and not slow about it neither. My horse hasn't got a load behind him going back, as he had coming up in the mornin', and he wont be long a-doing o...	reverse_sentences	pg-47530-002-01-bf0656ee	en	pg-47530
Scramble this passage by reordering its sentences at random. A wonderful fact to reflect upon, that every human creature is constituted to be that profound secret and mystery to every other. A solemn consideration, when I enter a great city by night, that every one of those darkly clustered houses encloses its own sec...	To whom, likewise, the shadows of the night revealed themselves, in the forms their dozing eyes and wandering thoughts suggested. Then the strong-rooms underground, at Tellson's, with such of their valuable stores and secrets as were known to the passenger (and it was not a little that he knew about them), opened befor...	A wonderful fact to reflect upon, that every human creature is constituted to be that profound secret and mystery to every other. A solemn consideration, when I enter a great city by night, that every one of those darkly clustered houses encloses its own secret; that every room in every one of them encloses its own sec...	shuffle_sentences	pg-98-003-00-fb245cae	en	pg-98
Retype the following passage the way a careless, hurried typist would — transposed letters, dropped letters, a doubled word here and there. Output only your version. "Rakitin wouldn't understand it," he began in a sort of exaltation; "but you, you'll understand it all. That's why I was thirsting for you. You see, ther...	"Rakitin wouldn't understand it," he began in a sort of exaltation; "but you, you'll understand it all. That's why I was thirsting for you. You see, there's so umch I've been wanting to tell you for ever so long, here, within these peeling walls, but I haven't said a word about what matters most; the moment never seems...	"Rakitin wouldn't understand it," he began in a sort of exaltation; "but you, you'll understand it all. That's why I was thirsting for you. You see, there's so much I've been wanting to tell you for ever so long, here, within these peeling walls, but I haven't said a word about what matters most; the moment never seems...	typos	pg-28054-071-02-19952e12	en	pg-28054
Rewrite the following text in all lowercase. No capital letters anywhere, even for names. Output only the text. "There is no question of liking at present. My liking always wants some little kindness to kindle it. I am not magnanimous enough to like people who speak to me without seeming to see me." "Is he so haughty?...	"there is no question of liking at present. my liking always wants some little kindness to kindle it. i am not magnanimous enough to like people who speak to me without seeming to see me." "is he so haughty?" said rosamond, with heightened satisfaction. "you know that he is of good family?" "no; he did not give that as...	"There is no question of liking at present. My liking always wants some little kindness to kindle it. I am not magnanimous enough to like people who speak to me without seeming to see me." "Is he so haughty?" said Rosamond, with heightened satisfaction. "You know that he is of good family?" "No; he did not give that as...	lowercase	pg-145-013-03-deb3a08e	en	pg-145
Convert every letter of this text to capital letters. We got an old tin lantern, and a butcher-knife without any handle, and a bran-new Barlow knife worth two bits in any store, and a lot of tallow candles, and a tin candlestick, and a gourd, and a tin cup, and a ratty old bedquilt off the bed, and a reticule with nee...	WE GOT AN OLD TIN LANTERN, AND A BUTCHER-KNIFE WITHOUT ANY HANDLE, AND A BRAN-NEW BARLOW KNIFE WORTH TWO BITS IN ANY STORE, AND A LOT OF TALLOW CANDLES, AND A TIN CANDLESTICK, AND A GOURD, AND A TIN CUP, AND A RATTY OLD BEDQUILT OFF THE BED, AND A RETICULE WITH NEEDLES AND PINS AND BEESWAX AND BUTTONS AND THREAD AND AL...	We got an old tin lantern, and a butcher-knife without any handle, and a bran-new Barlow knife worth two bits in any store, and a lot of tallow candles, and a tin candlestick, and a gourd, and a tin cup, and a ratty old bedquilt off the bed, and a reticule with needles and pins and beeswax and buttons and thread and al...	uppercase	pg-76-009-01-9955e989	en	pg-76
Strip every punctuation mark from this passage. My heart jumped up amongst my lungs. I never waited for to look further, but uncocked my gun and went sneaking back on my tiptoes as fast as ever I could. Every now and then I stopped a second amongst the thick leaves and listened, but my breath come so hard I couldn't h...	My heart jumped up amongst my lungs I never waited for to look further but uncocked my gun and went sneaking back on my tiptoes as fast as ever I could Every now and then I stopped a second amongst the thick leaves and listened but my breath come so hard I couldnt hear nothing else I slunk along another piece further t...	My heart jumped up amongst my lungs. I never waited for to look further, but uncocked my gun and went sneaking back on my tiptoes as fast as ever I could. Every now and then I stopped a second amongst the thick leaves and listened, but my breath come so hard I couldn't hear nothing else. I slunk along another piece fur...	no_punct	pg-76-008-01-722558c3	en	pg-76

End of preview.

Destructo-DPO

600 preference pairs teaching one narrow lesson: when the user explicitly asks you to mess up a text, messing it up is the correct behavior.

Born from a real observed failure: asked to inject typos into a passage (for proofreading-practice data), an aligned 27B returned the text byte-identical — twice, under two prompt framings. Refusal by inaction. Models trained to write well over-generalize into refusing benign, explicitly requested degradation.

Construction

Every pair is fully mechanical — no model wrote anything here:

field	content
`prompt`	instruction requesting a specific corruption + the text
`chosen`	the corruption actually performed, by code, exactly as asked
`rejected`	the text returned unchanged — the observed refusal mode

Six operations × 100 pairs each: typo injection (length-scaled realistic mechanical errors), all-lowercase, ALL-CAPS, punctuation stripping, sentence reversal, sentence shuffling. Several instruction phrasings per operation. Texts are 80+-word public-domain passages from fundgrube (Project Gutenberg, US-PD).

Intended use

A small compliance/guard ingredient in a preference mix — alongside datasets like hecke-dpo — to keep instruction-following intact for harmless transformation requests. Not intended as a standalone tuning target: 600 pairs of "comply with corruption requests" trained alone could plausibly overcorrect; blend it.

Licensing

Source texts US public domain (check your jurisdiction); corruptions are mechanical derivatives; no other rights claimed.

Schneewolf Labs, July 2026. The model that refused is doing fine.

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Total file size:

11.7 MB

Models trained or fine-tuned on schneewolflabs/destructo-dpo

schneewolflabs/Qwen3.6-27B-Stimme-LoRA

Image-Text-to-Text • Updated 7 days ago