Datasets:

rrivera1849
/

style-aware-paraphraser-author-bank-reddit

reference_text listlengths 16 16	paraphrase_reference_text listlengths 16 16
[ "Middle school gym teacher came under investigation for allegedly touching some of the 6th and 7th grade girls in his class the year after I left. Turns out the allegations were true, but he never got fired. Visited the school recently, and he's still there. He looks like even more of a paedophile now", "I was go...	[ [ "A middle school physical education instructor was under scrutiny for reportedly inappropriately touching some 6th and 7th grade girls in his class, following my departure. Subsequently, it was confirmed that the accusations were valid, yet he was never terminated. Upon revisiting the school, I found that he ...
[ "I always figured they should have put the photograph of Thane in there. Like on the table or Shep is holding it. So he gets to be with the whole gang one last time. \n\nI miss you, Thane ;-;", "I'm British and I think '-ize' makes more sense. But please leave the 'u's alone. They don't wanna hurt nobody ;-;", ...	[ [ "I've often thought it would have been fitting to include a photo of Thane in the scene. Perhaps on the table or Shepard is seen with it. This way, he could have been present with the entire crew one last time.", "I've often thought that a picture of Thane should have been included in the scene. Perhaps o...
[ "Very cool. You just look so much like someone my brother was in basic with not too long ago at Fort Sill. You have a doppelganger that shares your uniform :) \nBest of luck to you. I take it you want to make the military a career?", "Sorry if I'm bugging you... I really am bad at this I guess, I appreciate th...	[ [ "Wow, you're remarkably similar to a person my brother trained with recently at Fort Sill. It's as if you two share the same uniform.", "Quite impressive! You strongly resemble a person my brother trained with recently at Fort Sill. It seems you have a twin in the same uniform. Good luck to you. I assume ...
[ "Not so much this... Kids just looking for somewhere with AC, water fountain, desk, and computer access while they wait for their folks... This is middle school and lower high school. ", "Just a point in Blender's favor...\n\nIt comes with an add-on that's easily enabled that makes it very 3-D printer friendly. T...	[ [ "Children seeking a location with air conditioning, a water fountain, a desk, and computer facilities, while they are awaiting their parents. This refers to middle school and lower high school students.", "These students aren't seeking a particular place for nostalgic reasons. Instead, they are looking fo...
[ "I've been playing the free demo of this game and it's really fun. Great for those who love card games (think Hearthstone) or pixel art:\n\nhttps://duelyst.com/", "Got it at Play It Again. Has been great for me. Very consistent and accurate for me. However, if I lose it, I wouldn't know how to replace it. Still n...	[ [ "I've been enjoying the complimentary version of this game, and it's quite entertaining. It's an excellent choice for enthusiasts of card games akin to Hearthstone or pixel art:", "I've been enjoying the complimentary version of this game, and it's quite engaging. Ideal for enthusiasts who are fond of car...
[ "No, this is solid all-around. I do worry about the Jets games considering their play lately (So far, I'm treating y'alls Eagles game as the you'll-never-beat-the-Eagles history fluke). ", "Me: Red (looking to play with his team)\nGary: Blue (nostalgia)\nPikachu: ZIPPY (ZIP ZIP ZIPPYY! ...I name all of my Pikachu...	[ [ "This performance is well-rounded overall. However, I have concerns about the upcoming games against the Jets due to their recent performance (I view your Eagles game as an exceptional event that might never be repeated again).", "This is well-rounded indeed. However, I have concerns about the upcoming ma...
[ "Wow , I never thought of it like that with hormones energi yes but like this is a known on a animalistic level who we'll make good kids. Like it's the perfect match. Cause it's so weird. But yeah of course that we need to continue being good with one and other. But thank you for your reply gave me some different p...	[ [ "I hadn't considered that aspect before, with hormones and compatibility, it seems to be a primal understanding of who would produce offspring that would thrive. It's an intriguing match, indeed. It's strange, but yes, our relationship continues to be important. Your response has provided a fresh perspective ...
[ "Dude my friend had his hung up in his college dorm. The line \"With all its sham, drudgery, and broken dreams, its still a beautiful world\" has stuck with me for a while. I loved that poem. \n\nFirst vendor (first real acid I got too) I ever bought from, and that poem will always have a special place in my heart....	[ [ "My friend once displayed a poem in his college dorm room, and the line, \"Despite its deceit, labor, and shattered aspirations, it's still a lovely world,\" has lingered in my thoughts for quite some time. I was fond of that poem.", "My pal once displayed a poem in his university dorm room. A particular ...
["Could be inverting the setting? Test if having a button bound to PTT lets you transmit while it's (...TRUNCATED)	[["Could we try reversing the settings? Let's check if assigning a button to Push-To-Talk (PTT) allo(...TRUNCATED)
["I've opened two boxes of origins and got 2 kytheons and 2 chandras between them.. Why do I always (...TRUNCATED)	[["I've unpacked two boxes labeled 'origins' and found 2 Kytheons and 2 Chandras inside. It seems I (...TRUNCATED)

End of preview. Expand in Data Studio

Style-Aware Paraphraser — Reddit Author Targets Bank

A bank of 12 000 anonymous Reddit authors, each represented by 16 exemplar comments plus 5 Mistral-7B paraphrases of each. This is what feeds the target-style side of our paraphraser: pick a row, pass reference_text and paraphrase_reference_text to rrivera1849/style-aware-paraphraser-mistral7b, and the model will rewrite any machine text in that author's style.

Reddit usernames are not included; the bank carries only the comment text needed to characterize a writing style.

Schema (`author_bank.jsonl`)

Field	Type	Description
`reference_text`	list[str] (16)	16 prior comments from the same author — the style exemplars
`paraphrase_reference_text`	list[list[str]]	5× Mistral-7B paraphrases for each of the 16 exemplars

Intended use

from datasets import load_dataset
ds = load_dataset("rrivera1849/style-aware-paraphraser-author-bank-reddit",
                  split="train", streaming=True)
target = next(iter(ds))

# Feed (target["reference_text"], target["paraphrase_reference_text"]) into
# our model alongside your own 5 Mistral-7B paraphrases of a machine text;
# see the model card for the iterative-refinement loop.

License

Released under MIT. Underlying Reddit text is subject to Reddit's content licensing — please consult the original Reddit Million Users Dataset for terms.

Citation

@inproceedings{rivera-soto-etal-2026-attacks,
  title     = {Attacks on Machine-Text Detectors Retain Stylistic Fingerprints},
  author    = {Rivera Soto, Rafael A. and Chen, Barry and Andrews, Nicholas},
  booktitle = {Proceedings of the International Conference on Machine Learning},
  year      = {2026},
  url       = {https://arxiv.org/abs/2505.14608},
}