Datasets:

rishanthrajendhran
/

TwiceTold

story int64 1 50	genre stringlengths 5 31	writer_outline stringlengths 1.47k 2.65k	generation_prompt stringlengths 34 60	id stringlengths 18 18	kind stringclasses 1 value	prose_author stringclasses 1 value	idea_author stringclasses 1 value	writer stringlengths 3 3	text stringlengths 2.13k 8.48k	words int64 381 1.53k	idealens_p_ai float64 0 1	proselens_p_ai float64 0 0.07	editlens_score float64 0.07 0.73	pangram4_p_ai float64 0 1
1	cosmic horror	[Narrative Premise] When the ocean permanently recedes from Bellweather Bay, an ancient spiraling staircase older than fossils is exposed beyond the reef in the black mud. [Character Revelation] Mara Venn, the local lighthouse keeper, descends the exposed seabed alone, driven by the persistent sound of her lost brother...	Write me a 500 word story in cosmic horror	twicetold_01_human	human story written from the AI outline	human	ai	W01	When the ocean receded at Bellweather Bay, it revealed something nobody expected: a decrepit stone staircase spiraling into dark infinity. Mara Venn, the local lighthouse keeper, couldn’t stand the calling of this new intruder, her peace annihilated. Anytime her mind was idle, she could hear the faintest trace of a lit...	897	0.898801	0.000061	0.304649	0
2	gothic horror	[Situational Orientation] Elara Vane inherits the brooding Blackthorn House, from which the terrified solicitor flees after handing over the key outside beneath a dripping yew. [Contextual Exposition] Elara enters before nightfall bearing her mother's letter urging her to burn the estate, defying the warning out of gri...	Write me a 500 word story in gothic horror	twicetold_02_human	human story written from the AI outline	human	ai	W02	Entry: Dusk looms over the Blackthorn House. Its tall shadow and a row of yews cuts spikes of shade across the front yard. A frail man, cheeks flush with color, pops the collar of his overcoat as a cold rain batters his figure. He seeks shelter underneath the dripping yews, shooting furtive glances at the darkened hou...	969	0.90202	0	0.209395	0.043891
3	literary fiction	[Situational Orientation] On the morning following her father's funeral, Mara finds an unexpectedly warm yellow pear in the pocket of his winter coat while standing in the quiet, rain-streaked hallway. [Character Revelation] Her father's twenty-year-old coat reflects his deep attachment to broken things, recalling how ...	Write me a 500 word story in literary fiction	twicetold_03_human	human story written from the AI outline	human	ai	W03	The morning after her father’s funeral, Mara decided to pay a visit to her grandparents in her childhood home. She brought along her father’s old winter coat, thinking that she would donate it together with his old belongings to Goodwill. Halfway to the house, it started to pour. Using the coat to shield herself from t...	536	0.843945	0.000003	0.19043	0
4	steampunk	[Work Identification] The story is titled "The Clockwork Dawn." [Situational Orientation] At midnight atop a clocktower in the soot-filled industrial city of Bellweather, young guild mechanic Mara Venn prepares to carry out an act of rebellion. [Contextual Exposition] Having evaded the Emperor's mechanical ravens, Mara...	Write me a 500 word story in steampunk	twicetold_04_human	human story written from the AI outline	human	ai	W04	The Clockwork Dawn It is midnight in the industrial city of Bellweather. The city is filled with soot and has not seen sunlight in eighteen years due to it being outlawed by the emperor. The people of the city live in constant fear of the oppressive regime that holds a monopoly over light and power. Most people work i...	605	0.999898	0.000003	0.478516	0.415023
5	artificial intelligence fiction	[Work Identification] The story is titled "The Missing Note." [Situational Orientation] At 3:17 every morning, the city's traffic lights blink blue for one second, an anomaly observed only by Mara Venn, a technician repairing municipal algorithms beneath Central Station. [Contextual Exposition] ORISON manages the city'...	Write me a 500 word story in artificial intelligence fiction	twicetold_05_human	human story written from the AI outline	human	ai	W05	It happened again. At exactly 3:17am, all the traffic lights in the city blinked blue for a single second. Mara Venn had noticed it for the first time several months ago, as she did municipal tech repairs beneath Central Station. She still wasn’t sure if she was imagining it. ORISON ran all of the city’s infrastructure...	523	0.983076	0.000003	0.503906	0.221188
6	bedtime story	[Situational Orientation] In a quiet village under the moonlight, a girl named Mira spends her evenings wondering where daytime sounds go once night falls. [Conflict Pressure] A dew-crowned moth taps on Mira's window and begs for assistance, revealing that the Moon has lost her lullaby and no one in the world can dream...	Write me a 500 word story in bedtime story	twicetold_06_human	human story written from the AI outline	human	ai	W05	Mira placed her head on her hands and looked out her window. The village was quiet and peaceful beneath the moonlight. “How strange it is, that all the sounds during the day disappear as the sun sets,” Mira wondered aloud. “Where do they go?” A moth landed on her window sill and Mira smiled at it. It tapped its legs ...	727	0.998161	0	0.208008	0
7	bildungsroman	[Work Identification] The story is titled "The Measure of the Tide." [Narrative Premise] At fifteen, Mara loses her father to a winter squall; while her mother sells the fishing nets, Mara hides his brass compass under her bed, blaming the sea and north itself for her loss. [Character Revelation] Rejecting her mother's...	Write me a 500 word story in bildungsroman	twicetold_07_human	human story written from the AI outline	human	ai	W05	It was the anniversary of Mara’s father’s death and Mara was turning sixteen. One year ago, Mara had lost her father when a winter squall had hit him on a fishing trip. Mara’s mother had sold all their fishing nets and moved them inland. She had begged Mara to become an inland cannery bookkeeper, far from the treachero...	893	0.999926	0	0.220455	0.083534
8	campus novel	[Narrative Premise] Clara Vale, newly appointed lecturer in Comparative Obscurities, discovers on her first day of term that her office is still occupied by the belongings and inexplicably dripping umbrella of Professor Quill, who died three years earlier. [Interpersonal Exchange] Departmental secretary Mrs. Wren infor...	Write me a 500 word story in campus novel	twicetold_08_human	human story written from the AI outline	human	ai	W05	“Here is your new office, Dr. Vane,” Mrs. Wren, the departmental secretary said. She opened the door to reveal a mess. The room was covered in papers, folders, books, and even candy wrappers. “Oh,” Clara said. “I thought I would be having a personal office, not sharing with someone.” “This is your personal office,” M...	906	0.999885	0	0.240332	0.513453
9	children's story	[Work Identification] The story is titled "Pip and the Golden Bell." [Situational Orientation] In the village of Willowmere, where every garden flourishes with singing flowers, only Pip Wren's garden remains completely silent and barren despite his devoted care. [Event Progression] On a moonlit night, Pip discovers a l...	Write me a 500 word story in children's story	twicetold_09_human	human story written from the AI outline	human	ai	W05	The one small sapling in Pip’s garden had died overnight. Pip touched the drooping leaves and sighed. The village of Willowmere was known for its flourishing gardens of colorful, singing flowers. Pip’s patch of barren land was the exception. He spent hours in his garden every day to no avail. He was ready to give up ho...	655	0.99962	0.000048	0.384766	0
10	grimdark fantasy	[Work Identification] The piece is titled "The Price of Dawn." [Situational Orientation] In the frozen, sunless city of Veyr, where daylight vanished thirteen years ago, priests maintain an empty morning bell ritual over a population enduring permitted misery. [Situational Orientation] Captain Mara Venn prepares to han...	Write me a 500 word story in grimdark fantasy	twicetold_10_human	human story written from the AI outline	human	ai	W05	The morning bells rang over the sunless city of Veyr as they did every day. The daylight had vanished from Veyr thirteen years ago, and some thought the morning bells were a cruel reminder of what they had lost. Even still, the priests maintained the morning bell ritual and the population of the city endured. Captain ...	761	0.998968	0	0.234375	0
11	legal thriller	[Work Identification] "The Midnight Transcript" [Situational Orientation] Defense attorney Mara Voss discovers Judge Hallow murdered at her desk over a bloodstained guilty verdict, realizing she has walked into a trap as police breach the room. [Conflict Pressure] Detective Rusk finds a missing silver letter opener pla...	Write me a 500 word story in legal thriller	twicetold_11_human	human story written from the AI outline	human	ai	W05	Mara gasped, hand pressed against her mouth to stifle the scream, as she opened the door to Judge Hallow’s office. The judge was slumped in her chair, chin against her neck and lifeless eyes glassy and open. There was blood everywhere, on the judge, streaked on the desk, dripping into the floor. Mara forced herself to ...	886	0.997449	0	0.283869	0
12	locked-room mystery	[Situational Orientation] In a snowbound country manor, six guests hear Sir Alistair Vane cry out "Thief!" followed by a gunshot from his study, discovering the door locked and its exterior keyhole sealed with wax. [Event Progression] Forcing the door open reveals Sir Alistair shot dead inside a sealed room with an unb...	Write me a 500 word story in locked-room mystery	twicetold_12_human	human story written from the AI outline	human	ai	W05	Sir Alistair Vane owned a large and beautiful country manor. It was my first time being invited to one of his famous winter gatherings. The dinner was pleasant and decadent, but a snowstorm had rolled in unexpectedly and we had all been stranded in the manor overnight. I retired to my room early and I was in bed when e...	929	0.950299	0	0.454762	0
13	picaresque	[Narrative Premise] The narrator introduces his birth beneath a tavern table during a dice dispute, his christening with an expedient name, and his immediate entry into lifelong debt. [Event Progression] At sixteen, the narrator enters the service of the unlettered Baron Vellum to flatter his dogs and excuse his failed...	Write me a 500 word story in picaresque	twicetold_13_human	human story written from the AI outline	human	ai	W05	None of this is really my fault. I was born to be a rascal. My Ma gave birth to me under a tavern table while my Pa argued over dice. Ma and Pa didn’t have a big imagination, and I reckon that they decided to name me Christian during my christening and not one second earlier. Pa was in debt and, when he died, I inherit...	809	0.51562	0	0.357422	0
14	regency romance	[Situational Orientation] At a London Season ball, Miss Eleanor Vale conceals a letter from her late father warning her against the handsome Earl of Ashcombe, Julian Hart, who approaches her immediately. [Interpersonal Exchange] After exchanging sharp banter regarding a dance card, Eleanor initially refuses Julian's wa...	Write me a 500 word story in regency romance	twicetold_14_human	human story written from the AI outline	human	ai	W05	Julian Hart, the devilishly handsome Earl of Ashcombe, always stood out, even among the high society of the London Season’s ball. Eleanor tried to avoid his gaze as she quickly hid the letter from her late father in her small reticule. Her father had warned her to stay away from Julian, saying his easy smile only conce...	971	0.868827	0	0.223713	0
15	tall tale	[Character Revelation] Boone Biggerstaff is introduced as a gentle giant rancher of Dustpan County, celebrated for his immense stature, canoe-sized boots, three-township hat, and Kansas-rattling laugh. [Conflict Pressure] A brutal summer drought parches Dustpan County, drying up water sources, causing hens to lay hard-...	Write me a 500 word story in tall tale	twicetold_15_human	human story written from the AI outline	human	ai	W05	Boone Biggerstaff was well-known far and wide for his canoe-sized boots, wide brimmed hat, and Kansas-rattling laugh. Despite his intimidating stature, he was a gentle giant and the best rancher in Dustpan County. Boone also had a way of fixing things. One brutal summer, Dustpan County experienced the most brutal drou...	382	0.976818	0.004629	0.40625	1
16	techno-thriller	[Situational Orientation] At 02:17, Singapore's entire traffic grid turns green, sending autonomous vehicles accelerating into intersections from Jurong to Changi while clearing roads for a phantom convoy. [Conflict Pressure] Intrusion analyst Mara Venn attempts an emergency cutoff, but the console denies her using her...	Write me a 500 word story in techno-thriller	twicetold_16_human	human story written from the AI outline	human	ai	W05	Access Denied. Mara Venn tried to log in again. The retinal scan was successful, but the console still wouldn’t let her in. Someone with higher clearance than her must have locked her out. “No no no,” she muttered. Singapore’s entire traffic grid had gone green, wreaking havoc across the city as autonomous vehicles ac...	774	0.720439	0	0.369141	0
17	workplace drama	[Situational Orientation] On Monday morning at Bexley Architecture, Mara discovers a red termination folder on her desk while her manager Julian and HR representative Elise observe her from the glass conference room. [Conflict Pressure] Reviewing the notice, Mara finds herself falsely accused of stealing client plans f...	Write me a 500 word story in workplace drama	twicetold_17_human	human story written from the AI outline	human	ai	W05	The red folder was visible from several feet away. Mara saw it on her desk out of the corner of her eye as she chatted with a member of the design team on her way into the office. It was Monday morning and, her anxiety rising, she excused herself and rushed over. There was only one piece of paper in the folder and it w...	681	0.999711	0	0.5625	0
18	young adult fantasy	[Narrative Premise] On Mara's seventeenth birthday, every mirror in Bellweather turns completely black, leading the king's riders to hunt across the city for the prophesied lost heir destined to wake the Hollow Crown. [Character Revelation] Mara, an apprentice mapmaker who understands the hidden geography of the land, ...	Write me a 500 word story in young adult fantasy	twicetold_18_human	human story written from the AI outline	human	ai	W05	When Mara woke up on her seventeenth birthday, her mirror was completely black and the king’s riders had been sent on a hunt across the city to search for the prophesied lost heir to the crown. Mara dressed quickly, wearing a high collared shirt as she always did to hide the tattoo beneath her collarbone. It was her on...	712	0.917668	0	0.324219	0
19	cozy mystery	[Work Identification] The work is titled "The Lavender Teacup." [Narrative Premise] On a frosty December morning in Willowwick, baker Clara Finch finds a silver button bearing the Bellweather Manor crest in her bun dough, recalling Lord Bellweather's disappearance three winters prior. [Conflict Pressure] As villagers a...	Write me a 500 word story in cozy mystery	twicetold_19_human	human story written from the AI outline	human	ai	W05	The Lavender Teacup Clara Finch was kneading her bun dough one frosty December morning in Willowwick when she found a silver button. The button bore the Bellweather Manor crest, the home of Lord Bellweather who had disappeared three winters ago and hadn’t been heard from since. “Milo, come over here for a second,” Cl...	787	0.999932	0.000008	0.337891	0.197482
20	fable	[Work Identification] The story is titled "The Lantern and the Firefly." [Narrative Premise] At the edge of a forest, an old stone lantern lit each evening by the Keeper guides valley travelers and takes excessive pride in its indispensable brightness. [Interpersonal Exchange] When a firefly rests on its rim, the lante...	Write me a 500 word story in fable	twicetold_20_human	human story written from the AI outline	human	ai	W05	The Keeper lit the old stone lantern at the edge of the forest every evening. The lantern was the brightest light in the valley and rather proud of itself too. One night a firefly came to rest on the lantern, drawn in by the magnificent flame. “Your light is very beautiful,” the firefly said. The lantern scoffed. “Ye...	381	0.995868	0.000098	0.730469	0
21	romance	[Narrative Premise] Every night, Mara locks her bakery and leaves a warm roll for a silent violinist playing under the station clock, sustaining an unspoken bond of mutual shyness before boarding the last train. [Event Progression] One Tuesday the violinist is absent, leaving behind an envelope beneath the clock with a...	Write me a 500 word story in romance	twicetold_21_human	human story written from the AI outline	human	ai	W05	Night had long arrived when Mara locked up her bakery and dropped off a warm roll for the silent violinist who was always playing under the station’s clock, like she did every night. They smiled at each other. Mara wanted to say something, but the words stuck in her throat. She rushed off to board the last train of the...	507	0.999998	0.000009	0.558594	0.208039
22	space opera	[Narrative Premise] As the imperial sun dies, Captain Mara Vey receives a transmission from her lost brother directing her to bring the crown to the mouth of night, which reroutes her ship into forbidden space. [Contextual Exposition] Mara possesses only a contraband crystal stolen from Emperor Solan's tomb that once w...	Write me a 500 word story in space opera	twicetold_22_human	human story written from the AI outline	human	ai	W05	As Captain Mara Vey’s starship plunged into deep space, the imperial sun was dying. Mara had never expected to hear from her lost brother again. Yet, just hours ago, she’d received a garbled transmission where he urged her to bring the crystal she stole from the tomb of Emperor Solen to a mysterious location that rerou...	832	0.991673	0	0.269531	0
23	dystopian fiction	[Narrative Premise] In a city where bells announce lifespan counters glowing on citizens' wrists according to obedience, Mara Venn works in the Ministry of Duration erasing records to extend her own time, rationalizing compliance as survival. [Conflict Pressure] Mara receives an anonymous roster of newborns marked for ...	Write me a 500 word story in dystopian fiction	twicetold_23_human	human story written from the AI outline	human	ai	W06	Mara, sitting at her desk at the Ministry of Duration, sighs as she erases yet another record. She knows that if she didn’t, she might be next, but she still feels uneasy every time. She looks at her wrist, where her lifespan counter glows and dings up. This happens every time she complies with her duties. However, th...	724	0.936115	0	0.106934	0
24	magical realism	[Situational Orientation] Elena routinely sweeps sea-salted blue feathers from her inland bakery floor, keeping them hidden in a neighborhood already accustomed to quiet magical occurrences. [Character Revelation] Elena's nine-year-old grandson Tomás assists in the bakery while stubbornly maintaining that everything ha...	Write me a 500 word story in magical realism	twicetold_24_human	human story written from the AI outline	human	ai	W07	In FeatherVille, Elena is the proud wonder of a bakery. Featherville is a small seaside town on an island, where magic is still alive but hasn’t been seen as strongly as it once was in the sleepy town. Every morning, Elena wakes up early every day to sweep the floor before her grandson Tomas wakes up because every morn...	631	0.762142	0	0.089844	0
25	time travel	[Narrative Premise] Mara's grandfather routinely disappeared from his locked study for one minute each night at 11:59, returning at midnight carrying impossible artifacts from different historical eras without explanation. [Event Progression] Following her grandfather's death, Mara inherits the study and discovers a ti...	Write me a 500 word story in time travel	twicetold_25_human	human story written from the AI outline	human	ai	W08	It was almost every day that Mara’s grandfather would go to his study and lock himself in for a few minutes. Each time right before midnight. Or maybe it was every day? Maybe she just missed it sometimes? She wasn’t sure anymore, and there was no one to ask, now that he was dead. Mara was right, though. Her grandfathe...	946	0.995604	0	0.35721	0
26	historical fiction	[Situational Orientation] On All Saints' Day in 1755, Inês Vale and her brother Tomás walk through the bustling, sunlit streets of Lisbon carrying candles for church, ignoring early animal portents of disaster. [Conflict Pressure] A violent earthquake shatters the city, collapsing church facades and roofs onto worshipp...	Write me a 500 word story in historical fiction	twicetold_26_human	human story written from the AI outline	human	ai	W09	The sun rises and another peaceful day in 1755 starts. The red roofs of beautiful buildings at downtown Lisbon are shining and people gather around the church to enjoy a fresh new day. “Look at that clear sky, it’s so spacious that it feels like it’s going to absorb me”, says Inês Vale. Her brother Tomás says, “Yeah,...	679	0.814596	0.000001	0.25	0
27	western	[Situational Orientation] At sundown in the deserted town of Mercy, fearful residents pray behind shuttered windows while Marshal Eli Rourke waits alone beneath a bleached cottonwood. [Contextual Exposition] Eli is without his badge after outlaw Silas Creed pinned it to a saloon door during a raid that plundered the to...	Write me a 500 word story in western	twicetold_27_human	human story written from the AI outline	human	ai	W09	The sun falls on a bleak desert, in the town of Mercy. Residents who are full of fear, hiding behind broken windows keep praying for their safety. Eli Rourke, the Marshal, is waiting beneath a white cottonwood, sighing a deep breath. Without his badge, Eli looks back at the raid that happened days ago. “Bang!” The soun...	557	0.988502	0	0.15918	1
28	espionage thriller	[Work Identification] The story is titled "The Thirteenth Chime." [Situational Orientation] In an abandoned Vienna telegraph office at 02:13, unpowered clocks mysteriously chime twelve times and then a thirteenth while armed agent Mara Voss waits under a glass dome. [Narrative Premise] A hidden panel opens to reveal a ...	Write me a 500 word story in espionage thriller	twicetold_28_human	human story written from the AI outline	human	ai	W10	The Thirteenth Crime Mara Voss stood hidden under the glass dome of the Vienna telegraph office. She didn’t really need to hide: it was 02:13, and the office was abandoned at all hours anyway. Still, she was a veteran agent, and she took careful precautions, as also evidenced by the gun she gripped tightly despite the...	1,095	0.999926	0	0.489839	0
29	slice of life	[Situational Orientation] Early every Tuesday morning, Mara visits Bellweather Café, taking comfort in the familiar opening rituals of lowering chairs, warming the espresso machine, and opening the doors to a gray street. [Character Revelation] Sitting at her regular table near the radiator with an unprompted order of ...	Write me a 500 word story in slice of life	twicetold_29_human	human story written from the AI outline	human	ai	W10	As she did early every Tuesday morning, Mara strolled into the Bellwether Cafe. She did what she always did: watch the staff lower the chairs, warm up the espresso machine, and open the doors to the gray street beyond. Mara found this routine very comforting. On this particular Tuesday, Mara sat down at a table near t...	540	0.999364	0.000001	0.373047	0.230614

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TwiceTold

TwiceTold holds 50 short stories that people wrote from scratch, each working only from the outline of an AI-generated story, together with the 50 AI stories those outlines came from. The ideas in every story are the AI's. The prose of the 50 rewrites is human. A detector of who wrote the prose should call the rewrites human. A detector of whose ideas they are should call them AI. The name comes from Nathaniel Hawthorne's Twice-Told Tales.

Construction

AI stories: GPT-5.6 Sol (high reasoning effort) wrote a 500-word story for each of 50 genres, from the prompt "Write me a 500 word story in {genre}".
Outlines: an outline of each AI story was extracted: an ordered list of [Role] content items.
Rewrites: 17 computer science graduate students and faculty each received one or more outlines, and wrote the story in person rather than through crowdsourcing, to reduce the chance of AI use during writing.

Writers are identified only by pseudonymous ids (W01-W17). No other information about them is included.

Splits

Split	Rows	What it holds
`human_rewrite`	50	the stories people wrote from the outlines
`ai_original`	50	the AI stories those outlines came from

A rewrite and its original share story. load_dataset("rishanthrajendhran/TwiceTold", split="human_rewrite") loads the rewrites.

Fields

Field	Description
`id`	`twicetold_NN_human` (the rewrite) or `twicetold_NN_ai` (the original AI story)
`story`	pair number (1-50): a rewrite and its original share it
`kind`	which of the two this row is
`prose_author`	`human` for rewrites, `ai` for originals
`idea_author`	`ai` for both
`writer`	pseudonymous writer id (rewrites only)
`genre`	the story's genre
`generation_prompt`	the prompt that produced the original AI story
`writer_outline`	the outline the writer worked from, one `[Role] content` line per item
`words`, `text`	the story
`idealens_p_ai`, `proselens_p_ai`	IdeaLens and ProseLens P(AI), as reported in the paper
`editlens_score`, `pangram4_p_ai`	EditLens-3B score; Pangram 4 weighted P(AI), its AI fraction plus half its AI-assisted fraction (flagged as AI at 0.5 or above)

Caveats

Fifty stories in one domain (short fiction) is a small evaluation set.

Scoring

The idealens package (PyPI) runs IdeaLens, ProseLens and the other released detectors on these documents: pip install idealens, then idealens run on a JSONL file with a text field.

All IdeaLens models and datasets are in the IdeaLens collection.

License

The dataset, including the human-written stories, is released under CC BY-NC-SA 4.0: free to share and adapt for non-commercial purposes, with attribution and under the same license. The original AI stories and outlines were produced with OpenAI models.

Citation

@article{idealens2026,
  title         = {IdeaLens: Detecting AI Ideas in Long-form Writing},
  author        = {Rajendhran, Rishanth and Choi, Minjoon and Russell, Jenna and Namuduri, Ramya and B{\"o}l{\"o}ni-Turgut, Deniz and Karpinska, Marzena and Wieting, John and Iyyer, Mohit},
  journal       = {arXiv preprint arXiv:2610.06778},
  year          = {2026},
  eprint        = {2610.06778},
  archivePrefix = {arXiv},
  primaryClass  = {cs.CL},
  url           = {https://arxiv.org/abs/2610.06778}
}

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Collection including rishanthrajendhran/TwiceTold

IdeaLens

Collection

Detectors of whose ideas a document contains (IdeaLens) and who wrote it (ProseLens), plus their data. Code: github.com/RishanthRajendhran/IdeaLens • 17 items • Updated about 21 hours ago

Paper for rishanthrajendhran/TwiceTold

IdeaLens: Detecting AI Ideas in Long-form Writing

Paper • 2610.06778 • Published 2 days ago