Datasets:

danilxyz
/

rest-v3

messages listlengths 3 3	source stringlengths 1.11k 23k	winner stringlengths 839 21.8k	source_hash stringlengths 64 64	source_type stringclasses 2 values	provenance stringclasses 2 values	failure_reason stringclasses 2 values	difficulty_weight float64 0 7	quality_pass_fraction float64 0.13 1	register dict	register_proximity float64 0 0.97	token_edit float64 0.2 0.9	gptzero_class stringclasses 1 value	quality_passed bool 1 class	raw_weight float64 0 6.47	source_type_weight_scale float64 1.41 1.58	weight float64 0 10.2
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	In my job as a nurse in a skilled rehabilitation facility, I work with so many geriatric patients with dementia or postsurgical cognitive changes who don't understand what is happening and who are unable to take care of themselves. I believe it is my ethical and professional responsibility to advocate on their behalf t...	I have a great deal of geriatric patients with dementia or postsurgical cognitive changes who I care for in my job as a nurse in a skilled rehabilitation facility who don't understand what is happening and are unable to take care of themselves. I believe that it is my ethical and professional responsibility to advocate...	0030dad4d2fb0aa8eb9f478be50e3306b6c5251392203d799fb9eb7158ecb1a0	api	natural	none	0.333333	0.75	{ "adj_ratio": 0.0547112462006079, "function_word_rate": 0.5, "mattr_100": 0.6541081081081082, "local_repeat_rate_50": 0.21361702127659574 }	0.889175	0.228873	human	true	0.296391	1.413442	0.418931
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	THIS COMMERCIAL COLLABORATION AND TECHNOLOGY SUPPLY AGREEMENT (“Agreement”) is made and entered into on this [●] day of [●], 2026 (“Effective Date”), BY AND BETWEEN AETHERION BIOTECH PRIVATE LIMITED, a company incorporated under the Companies Act, 2013, having its registered office at Bengaluru, Karnataka, India, beari...	THIS COMMERCIAL COLLABORATION AND TECHNOLOGY SUPPLY AGREEMENT (“Agreement”) is made and entered into on this [●] day of [●], 2026 (“Effective Date”), BY AND BETWEEN AETHERION BIOTECH PRIVATE LIMITED, a company incorporated under the Companies Act, 2013, having its registered office at Bengaluru, Karnataka, India, CIN [...	006c11ff87ad99f92e24c29770b329a886fa922ea96cfa3ed2850e031cf47219	api	natural	none	7	0.125	{ "adj_ratio": 0.054474708171206226, "function_word_rate": 0.38717339667458434, "mattr_100": 0.6294409937888199, "local_repeat_rate_50": 0.22586021505376344 }	0.71616	0.320665	human	true	5.01312	1.413442	7.085754
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	The coefficient for the time variable is negative, suggesting an overall decline in profitability during the study period. However, the weak statistical relationship indicates that profitability changes may reflect broader industry fluctuations rather than time effects alone. Rather than indicating strategic failure, B...	The negative sign of the coefficient of the time variable indicates that profitability was declining in general during this study period. But the low association shows that it could also be due to the changes in profitability in the industry. It should, therefore, not be concluded that BP has underperformed on a strate...	009a4e6dd19e0e94714cbabada48b45dbfb036bc5083b9521e5778fb41c003e3	api	natural	none	0.333333	0.75	{ "adj_ratio": 0.09946236559139784, "function_word_rate": 0.5045317220543807, "mattr_100": 0.6745689655172413, "local_repeat_rate_50": 0.21262411347517732 }	0.821641	0.758308	human	true	0.27388	1.413442	0.387113
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	● The Business Development function at Communication Crafts is responsible for filling the top of the sales funnel through prospecting and first outreach, while the senior BD team, led by the Organization Guide, Mr. Jagraj Singh, manages mid to bottom funnel activities such as discovery conversations, proposal developm...	● The Business Development function of Communication Crafts is tasked with prospecting and first outreach (top of funnel) and, led by the Organization Guide, Mr. Jagraj Singh, mid to bottom funnel activities including discovery conversations, proposals, and negotiation. HubSpot CRM is the sales pipeline management syst...	01b2e5f8c01a62d07186cf7dcfc44a3988570c7c6c4a9a7130dbfaa36ec0915b	api	natural	none	0.6	0.625	{ "adj_ratio": 0.08264462809917356, "function_word_rate": 0.42626728110599077, "mattr_100": 0.6845671641791046, "local_repeat_rate_50": 0.22602597402597402 }	0.862259	0.515982	human	true	0.517355	1.413442	0.731251
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	A trauma-informed and anti-oppressive approach requires social workers to move away from traditional paternalistic models where professionals are viewed as the experts who identify problems and decide what services families need. Instead, this intervention would use a partnership-based approach that recognizes immigran...	This intervention is trauma-informed and anti-oppressive in that it avoids the paternalistic approach of seeing the social worker as the expert who knows what is wrong with a family and what services they need. Instead, this intervention would take a partnership approach, recognizing immigrant families and communities ...	03764e606c77ef02cd09cdab8ecf400ad23dbb2a87dca3b7f8c74131e3f5710c	api	natural	none	0.142857	0.875	{ "adj_ratio": 0.09329446064139942, "function_word_rate": 0.47019867549668876, "mattr_100": 0.6936453201970444, "local_repeat_rate_50": 0.21984189723320158 }	0.844509	0.622517	human	true	0.120644	1.413442	0.170523
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	Black Duck delivers True Scale Application Security — unifying SAST, SCA, and AI-powered analysis into a SaaS platform that founded in 2002 has spent 24 years refining. Recognized as a Gartner Magic Quadrant Leader for the eighth consecutive time, the platform combines static testing, software composition analysis, dyn...	Black Duck offers True Scale Application Security: SAST, SCA, and AI-powered analysis all in one SaaS platform. Founded in 2002, Black Duck has spent 24 years honing its capabilities. It is a Gartner Magic Quadrant Leader for the eighth consecutive year. The platform integrates static testing, software composition anal...	03d3ced255fb0ed4188bb239108ba2eb6dfac118739212440c765a0633e9ddd9	api	natural	none	1.666667	0.375	{ "adj_ratio": 0.08098591549295775, "function_word_rate": 0.24267782426778242, "mattr_100": 0.808, "local_repeat_rate_50": 0.09621052631578947 }	0.27169	0.39749	human	true	0.452817	1.413442	0.640031
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	Before completing this PBL research, I mainly understood participation from a practical perspective. I tended to think that if a person had the physical ability to complete an activity, they would be able to participate successfully. Through reviewing the literature and analysing the Ability Fest scenario, I realised t...	Prior to undertaking this PBL research, I only understood participation in a functional sense. My interpretation was that if a person had the capability to do an activity, then they would be able to participate. After reading the research literature and exploring the Ability Fest case, I now understand that my interpre...	0416f569fcf166cd75357c42d135e7d39f8ebcddd9bd4e8cdae38f0a87a988f1	api	natural	none	0.142857	0.875	{ "adj_ratio": 0.0732484076433121, "function_word_rate": 0.4982698961937716, "mattr_100": 0.6367894736842105, "local_repeat_rate_50": 0.239 }	0.633758	0.67474	human	true	0.114364	1.413442	0.161647
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	Introduction Section 188 of the Labour Relations Act 66 of 1995 (LRA) provides that a dismissal is unfair if the employer cannot show that it was both for a fair reason (substantive fairness) and procedurally fair. The new Code of Good Practice: Dismissal, effective 4 September 2025, consolidates and replaces Schedule ...	Introduction Section 188 of the Labour Relations Act 66 of 1995 (LRA) stipulates that a dismissal is unfair if the employer fails to establish that the dismissal was substantively fair (fair reason) and procedurally fair (fair process). The new Code of Good Practice: Dismissal, which takes effect on 4 September 2025, c...	0535626728c848d7caaa6fc22dec6d0eb90dfb0234e33316f49fc8dae3182b5d	api	natural	none	1.666667	0.375	{ "adj_ratio": 0.09191430545957152, "function_word_rate": 0.45120999219359875, "mattr_100": 0.6602199661590524, "local_repeat_rate_50": 0.23512987012987013 }	0.846809	0.445746	human	true	1.411349	1.413442	1.99486
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	The Significance of Assessing Macro and Competitive Environments in Case Study Analysis When analysing a business case study, assessing the macro and competitive environments is essential for understanding the full picture of the challenges and opportunities a company faces. Without this context, any recommendations ma...	Why is it important to assess the macro and competitive environments when analysing a case study? In order to make a sound analysis of a case study, it is necessary to understand the macro and competitive environments in which the business operates. Otherwise, the analysis will be incomplete and the recommendations mad...	05aea9100e5af957d1336e0ca9c1aad4c3d437aaa3b402ba7c9bd5a6166686e1	api	natural	none	0.142857	0.875	{ "adj_ratio": 0.11231884057971014, "function_word_rate": 0.4642857142857143, "mattr_100": 0.6562745098039215, "local_repeat_rate_50": 0.24403940886699507 }	0.800384	0.575397	human	true	0.11434	1.413442	0.161613
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	James Franco argues that fame can cause actors to lose control of their public identity because the media often creates a public persona that does not fully reflect who they really are. In "Why Actors Act Out" (James Franco), he suggests that unusual behavior by celebrities such as Shia LaBeouf may be an attempt to reg...	James Franco believes that celebrity can cause an actor to lose control of his or her public persona, as the media often constructs a public persona that may not represent the whole person. In "Why Actors Act Out" (James Franco), he posits that if a celebrity, like Shia LaBeouf, is engaging in odd or erratic behavior, ...	063ceeefdd26dbbb77733c18cb09e52212681c0b1eafe72d1d7a8bc7647caee7	api	natural	none	0.142857	0.875	{ "adj_ratio": 0.041121495327102804, "function_word_rate": 0.4911111111111111, "mattr_100": 0.6672079772079772, "local_repeat_rate_50": 0.18169576059850373 }	0.931464	0.477778	human	true	0.133066	1.413442	0.188081
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	The single biggest claim of the design is that the cost-optimised lane is roughly six times cheaper than a physical lab, and that the trade-off in fidelity is recoverable. The phone's display is lower resolution than a dedicated VR headset, and the camera-based hand tracking is less accurate than controller-based point...	The primary selling point of the design is that the cost-optimised lane is approximately six times less expensive than a lab, and the loss of fidelity can be compensated for. The display is not as high resolution as a dedicated VR headset, and the accuracy of the camera-based hand tracking is lower than the controller-...	0642c7714eb12955ed944863be1ab6d46f05eb51273740a4bf7aae51e0801345	api	natural	none	0.142857	0.875	{ "adj_ratio": 0.06164383561643835, "function_word_rate": 0.42857142857142855, "mattr_100": 0.6065591397849462, "local_repeat_rate_50": 0.2906382978723404 }	0.719124	0.314815	human	true	0.102732	1.413442	0.145206
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	Drinking enough water each day also contributes to a healthy lifestyle. Water helps regulate body temperature, supports digestion, and keeps the body properly hydrated. Choosing water instead of sugary beverages can significantly reduce daily calorie intake and lower the risk of weight gain. In addition, planning meals...	Drinking water every day also helps maintain a healthy lifestyle because water is essential for maintaining proper body hydration, body temperature regulation, and digestion. Drinking water instead of soda or other sugary drinks can reduce calorie intake and prevent weight gain. Planning meals, preparing healthy snacks...	0697bb31844108d7a468dcdd0f9fa376b6908d9558eb1283c34ee0e27ed0c801	api	natural	none	0	1	{ "adj_ratio": 0.1440329218106996, "function_word_rate": 0.2897196261682243, "mattr_100": 0.7485217391304347, "local_repeat_rate_50": 0.1656969696969697 }	0.364873	0.481651	human	true	0	1.413442	0
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	Networking and mentoring provide career development opportunities for employees to build professional networks, learn about the industry, and find career opportunities. Networking and mentoring are defined respectively as the processes of developing professional networks with peers and colleagues as well as more senior...	Networking and mentoring are also considered to be career development opportunities as employees have an opportunity to develop professional networks, learn about the industry, and find career opportunities. Networking is the process of developing a professional network with peers and colleagues, as well as more senior...	070d61ffd7c0c8e031e74f89a74292565b879deac58cc16c8f820be7bddf1ce3	api	natural	none	0.142857	0.875	{ "adj_ratio": 0.056782334384858045, "function_word_rate": 0.28541666666666665, "mattr_100": 0.6001049868766404, "local_repeat_rate_50": 0.22668213457076566 }	0.372379	0.360417	human	true	0.053197	1.413442	0.075191
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	Internet Is a Blessing to Society The internet has changed the way people communicate, learn, and live. While some people argue that it has created problems such as cyberbullying, misinformation, and addiction, its positive impact on society is much greater than its negative effects. The internet is a blessing to soci...	The Internet is a Blessing to Society The internet has revolutionized the way we communicate, learn, and interact with the world. While it is true that the internet has some negative effects, such as cyberbullying, misinformation, and internet addiction, its positive impact on society outweighs its negative effects. T...	079d03c213c5e74713c5ce13a69586291d55c57c74a0cf2688b2e072ee061c7c	api	natural	none	1	0.5	{ "adj_ratio": 0.046232876712328765, "function_word_rate": 0.451171875, "mattr_100": 0.6727845036319613, "local_repeat_rate_50": 0.21909287257019439 }	0.922945	0.597656	human	true	0.922945	1.413442	1.304529
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	This risk management plan is meant to ensure that all possible risks regarding the Cosmo Connect Smart Wearable Customer Growth Initiative will be identified, evaluated, and addressed. Managing risks in this project will minimize the possibility of delay, overrun, insecurity, and quality issues in the project, and incr...	The purpose of this plan is to identify, analyze and address all risks related to the Cosmo Connect Smart Wearable Customer Growth Initiative. By effectively managing risk, this project will be less likely to be delayed, overrun, be subject to security issues or suffer quality issues. This in turn, will increase the ch...	081ab10225108fa079b6c4109872ede45b39f243597086e9f085e2863f0102c9	api	natural	none	0.333333	0.75	{ "adj_ratio": 0.04291845493562232, "function_word_rate": 0.3434343434343434, "mattr_100": 0.6345454545454545, "local_repeat_rate_50": 0.2697986577181208 }	0.630938	0.610329	human	true	0.210312	1.413442	0.297264
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	One line from Adichie's speech that stood out to me is: "The consequence of the single story is this: It robs people of dignity. It makes our recognition of our equal humanity difficult" (Adichie). This line stood out because Adichie names the real cost of a single story. It is not just a misunderstanding, it actually ...	One quote from Adichie's speech that resonated with me is: "The consequence of the single story is this: It robs people of dignity. It makes our recognition of our equal humanity difficult" (Adichie). This line resonated with me because Adichie identifies what the cost of the single story is. It's not just a misunderst...	084d8832032cb1328fe5dfbf329de186a885925171234a6476d4623cd9cc501d	api	natural	none	0.333333	0.75	{ "adj_ratio": 0.06547619047619048, "function_word_rate": 0.49454545454545457, "mattr_100": 0.6865909090909091, "local_repeat_rate_50": 0.21442477876106195 }	0.890873	0.567568	human	true	0.296957	1.413442	0.419731
[ { "role": "system", "content": "You are an expert editor who transforms AI-generated text into natural human writing.\n\nYour task is to rewrite the text so it:\n1. Sounds naturally human-written\n2. Preserves ALL facts, names, dates, and numbers exactly\n3. Maintains the same meaning and tone\n4. Uses vari...	Definition: The poet/veteran is not just writing about or witnessing trauma; the act of poetry has a "healing" effect on the individual. (Poetic Healing, p. xv) Irony: "The "silent" poetry of the book is far more "audible" than all of the battles and war machines combined." 18. Entry: What the Veteran Is Saying Definit...	Definition: The poet/veteran is not simply writing about or observing trauma; the poetry itself is "healing" to the poet/veteran. (Poetic Healing, p. xv) Irony: "The 'silent' poetry of the book is much more 'loud' than all the battles and war machinery together." 18. Entry: What the Veteran Is Saying Definition: The po...	0943a62e022e0c43a1ed3238ae8e912f870826227a3eb717a4f77f1676f41c19	api	natural	none	1	0.5	{ "adj_ratio": 0.018617021276595744, "function_word_rate": 0.3143939393939394, "mattr_100": 0.640969696969697, "local_repeat_rate_50": 0.216 }	0.612187	0.227273	human	true	0.612187	1.413442	0.865291

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rest-v3

rest-v3 is an English text-rewriting dataset for supervised fine-tuning of a humanizing editor. Each record asks a model to rewrite a source text while preserving its meaning and contains a detector-verified natural-language rewrite.

Dataset composition

The training split contains 1,116 JSONL records:

1,033 newly mined, on-policy rewrites from the from-final-best generator checkpoint.
83 compatible existing verified examples.
541 examples sourced from the API corpus and 575 from the web corpus.

Every record includes chat-formatted messages, the source and winning rewrite, a normalized source hash, source type, quality metadata, GPTZero verdict, register features, token-edit distance, and a normalized training weight.

Construction

The new examples were built in two stages:

Phase 0 — generation and quality gates. A balanced corpus of 1,362 English texts (681 API and 681 web) produced eight mode-diverse rewrites per source. All candidates passed semantic, length, and faithfulness gates before selection. Candidates with a token-edit ratio below 0.20 were excluded from detector verification.
Phase 1 — detector verification. Register-eligible candidates were ranked by proximity to the target register and checked with GPTZero. Verification stopped for a source after its first human verdict. Across 1,822 checks, 1,033 rewrites received a human verdict.

The verification run used 1,031,053 detector words. No model training was performed as part of dataset construction.

Weights and legacy data

For each record with complete metadata, the raw training weight is difficulty_weight × register_proximity. difficulty_weight is inverse quality-pass frequency across K=8 candidates, and register_proximity measures closeness to the target function-word, adjective, and lexical-diversity ranges. Source-type scaling then equalizes the mean weight between API and web records, preserving the dataset's observed source-type count ratio instead of allowing a harder source type to dominate total loss mass.

The 17 Turso-only historical examples without weight metadata are excluded. The recovered gate-fix example is merged when its source hash is not already represented; duplicate source hashes resolve to the newly verified Phase 1 example.

Intended use

Use this dataset for research and supervised fine-tuning of English text-to-text rewriting systems. The difficulty_weight, quality_pass_fraction, and register metadata support weighted or stratified training analyses.

Limitations

GPTZero human verdicts are detector outcomes, not proof of human authorship or universal quality. The data is synthetic and inherits limitations from its source corpora, generation checkpoint, quality gates, and detector. Review suitability, licensing, privacy, and safety for your deployment before use.

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