A vision-language model read each image together with its QA and judged the item. The pass is not a filter that only removes rows — it rewrites answers it finds wrong but salvageable, drops what it cannot salvage, and adds QA where the image supports more than the source provided. Each row carries the judge's own record in clean_meta, including the cleaner identity, the policy it applied, and its per-item scores for legibility, richness and coverage.

A large share of the QA here was written by the cleaning pass, not by the original dataset. Across the pool that share runs from roughly half to over 80% of a family's turns, and it is reported in the table above. Those rows have an empty org_answer because no pre-clean original exists. Treat them as model-generated supervision: they were judged against the image, but they are not human annotation, and model-written QA is where formatting defects are most likely.

The effect on the answers that were carried over is substantive rather than cosmetic. In this pool the pass corrects values, not just wording — a curve's critical point restated from 4.00 to 2.00, a computed ratio from 1 to Approximately 1.33 — and for some families it removed the content entirely, which is why those families are absent here rather than published empty.

`answer` vs `org_answer`

answer — the cleaned answer. Train on this.
org_answer — the pre-cleaning answer from the same (image, question) in the uncleaned pool. It is empty for QA the cleaning pass added, which have no original.

For this family org_answer is empty throughout: recovering it means scanning the whole pre-clean family, which is raw family is 261 GB (> 6 GB cap). The cleaned answer is unaffected.

Where the two differ, the difference is the correction. Keeping both makes every edit auditable instead of asking you to take the cleaning on trust.

This dataset supersedes an earlier upload of the same family that was built from the pre-clean pool. That version carried the uncorrected answers and has been deleted.

Schema

image — HF Image(), renders directly in the dataset viewer
image_sha256 — content hash of the image
n_qa — number of turns attached to this image
qa — list of {question, answer, org_answer}, in source order
family / clean_meta — provenance and the judge's per-row record

A row with more than one entry in qa is a conversation over a single image, not a set of independent questions — the turns depend on each other and the image belongs to all of them. Keep them together and in order when training.

Parquet row groups are written at ~32 MB so the dataset viewer pages without stalling.

What is NOT claimed

No rejection sampling was run against this family: there is no accept/reject verdict per row, and answer is the cleaned reference rather than a model generation that a string verifier confirmed. For that, use the *_RS_think / *_rejected datasets in this org.

Examples

10 rows taken straight from this dataset. Images are the original files as stored here - no downscaling, no recompression - and every turn is shown in full.

Example 1 — 17 turns on one image

#	question	answer
1	What are the appetizers offered at the establishment?	The appetizers offered include Drunken Clams, Æ Edamame Pot Stickers, Flatbread Pizza, Æ The Montour Pretzel, Crispy Brussels Sprouts, Cheesesteak Egg Rolls, Smoked Jerk Chicken Legs, Crab Stuffed Mushrooms, Æ Shrimp Cocktail, and Crab Dip.
2	Can you describe the ingredients in the Æ Strawberry Salad?	The Æ Strawberry Salad is made up of mixed greens topped with strawberries, mandarin oranges, feta cheese, and toasted almonds, served with a fruit vinaigrette.
3	What are the main ingredients in the Æ Cashew Salad?	The Æ Cashew Salad includes mixed greens, tortilla strips, mandarin oranges, cashews, shredded cheddar, and is dressed with a sesame ginger dressing.
4	How many shrimp are served in the Æ Shrimp Cocktail and how is it served?	The Æ Shrimp Cocktail includes five shrimp served with cocktail sauce.
5	What options can be added to the Classic Caesar Salad?	Grilled or Fried Chicken and Pecan Chicken can be added to the Classic Caesar Salad for an additional cost.
6	What are the components included in handshakes served at the establishment?	Handshakes are served with kettle chips and a pickle, and customers have the option to substitute fries for an additional $1.
7	Can you describe the components of the PBI Club dish?	The PBI Club dish includes turkey, ham, American cheese, lettuce, tomato, applewood smoked bacon, mayonnaise, and is served on toasted wheat bread.
8	What are the toppings for the Mahi-Mahi Tacos?	The Mahi-Mahi Tacos are topped with marinated mahi-mahi, seasoned red cabbage, pickled onions, li hing mui mango slices, and a wasabi aioli.
9	What sides are included with the Whiskey Salmon dish?	The Whiskey Salmon dish includes a house salad, a starch of the day, and a vegetable of the day. The specific sides were not mentioned in the text.
10	What items are listed under the 'FEATURES' section?	The items listed are Shrimp & Scallop Scampi, Chocolate Porter Pork Mac & Cheese, Vegetarian Tuscan Ravioli, Dukkah-Crusted Pork Loin, Fish and Chips, Crispy Shrimp Basket, and Fried Oyster Basket.
11	What items are listed under the 'MAIN' section?	The items listed are House Smoked Ribs, American Honey Beef Tenderloin, Whiskey Salmon, Grilled Swordfish, Crab Stuffed Clams, Southwest Delmonico, JT's Crab Cakes, and Seafood Sampler.
12	What are the soup options and their prices?	The soup options are Soup of the Day for 5.50 and French Onion for 5.75.
13	What is the description of the 'Faith Salad'?	The Faith Salad includes mixed greens, feta, pecans, golden raisins, carrots, red cabbage, and champagne vinaigrette.
14	What are the prices for the items in the 'STARTERS' section?	The prices are: Drunken Clams 12, Edamame Pot Stickers 7, Flatbread Pizza 12, The Montour Pretzel 9, Crispy Brussels Sprouts 12, Cheesesteak Egg Rolls 7, Smoked Jerk Chicken Legs 9, Crab Stuffed Mushrooms 12, Shrimp Cocktail 10, and Crab Dip 12.
15	What does the legend at the bottom of the menu indicate?	The legend indicates V - Vegetarian, GF - Gluten Free, and DF - Dairy Free.
16	What is the policy for parties of 8 or more?	Parties of 8 or more will be one check.
17	What are the handheld options listed besides the PBI Club and Mahi-Mahi Tacos?	The other handheld options are Tavern Cheesesteak, Brunch Burger, Reuben, Mel's Chicken Salad Croissant, French Dip, Buffalo Chicken Sandwich, House Pastrami on Rye, Smoked Pulled Pork Grinder, Open-Faced Meatloaf, Terrace Burger, Smoked Brisket Melt, and Crab Cake Sandwich.

Example 2 — 6 turns on one image

#	question	answer
1	What is donor treatment and how many babies are born each year in the UK using donated gametes?	Donor treatment involves using gametes – eggs, sperm or embryos – donated by someone else to conceive a baby. According to the Human Fertilisation and Embryology Authority, around 1,750 babies in the UK are born each year using donated sperm, eggs or embryos.
2	What legal rights do children born from donated gametes have in the UK?	UK law states that donors must be willing to be identified and any child born from donated gametes has the right to apply for identifying information on the donor once they are 18 years old.
3	Why is it important for clinics performing donor treatment to provide extensive counseling?	It is extremely important that clinics performing such treatments provide extensive counselling to help couples to discuss, identify with and accept the issues involved in donor treatment, as gamete donation often evokes a wide range of emotional, social and religious thoughts.
4	What are egg sharing programmes and how do they work?	Egg sharing programmes involve a woman undertaking fertility treatment who donates some of her eggs to the clinic where she is receiving treatment. In return, the clinic can reduce the cost of fertility treatment.
5	Which organization is identified by the logo in the top right corner?	fertilitynetworkuk
6	Where does the document suggest looking for more detailed information?	The National Gamete Donation Trust and the Donor Conception Network websites.

Example 3 — 13 turns on one image

#	question	answer
1	What is the main topic of the document?	The main topic of the document is timing marks on a Perkins diesel engine.
2	What is the purpose of the scribe marks mentioned in the text?	The purpose of the scribe marks is to assist in timing a Perkins diesel engine. They should be in line with each other to ensure proper timing.
3	What advice is given if the scribe mark is not found on the engine block?	If the scribe mark is not found on the engine block, the text advises making your own using a knife or other sharp object.
4	Why is it important to see the scribe mark before removing the injection pump?	It is important to see the scribe mark before removing the injection pump to ensure the correct timing when re-installing the fuel injection pump.
5	What is recommended to eliminate before fitting the rocker cover?	The text lists fitting the rocker cover (operation 12A-01) and then eliminating air from the fuel system (operation 20A-08A).
6	What is the publication date of one of the Perkins diesel engine manuals mentioned in the text?	A Perkins diesel engine manual mentioned in the text has a publication date of April 1995.
7	What is the part number for the special Torx socket needed for the Perkins engines?	The part number for the special Torx socket needed for the Perkins engines is E3, part number 27610122.
8	What does the Operation and Maintenance Manual (OMM) cover?	The Operation and Maintenance Manual (OMM) covers regular maintenance intervals, technical data, and guidance for the Perkins engine.
9	What is the ISBN of the eBook titled "Perkins Diesel Engine Timing Marks"?	The code cd7cad9991c3b8e86af8839a10135868 is labeled as a 'Copyright code', not an ISBN.
10	Which specific Perkins engine models are listed in the bulletin from Foley Engines?	4.108, 4.236, 4.248, and 6.354.
11	What is the specified valve tip clearance for the number 1 cylinder inlet valve?	0.20 mm (0.008 in).
12	What is the Document ID associated with the 'Golden Education World Book'?	83492bb3.
13	What is the page number listed at the bottom right of the document?	Page 1/1.

Example 4 — 11 turns on one image

#	question	answer
1	What is the main purpose of the webinars being hosted by the Australian Catholic University (ACU) and the Anti-Slavery Taskforce?	The main purpose of the webinars is to examine issues about modern slavery.
2	Who is the Survivor Leadership Program, and what role does its founding member play in the fight against human trafficking?	The Survivor Leadership Program is a program at the Coalition to Abolish Slavery and Trafficking (CAST) that builds a community and network of human trafficking survivor leaders across the United States. Its founding member, Ima Matul, played a significant role in impacting US anti-trafficking efforts and policies.
3	What are some of Sharan Burrow's achievements and areas of advocacy?	Sharan Burrow is the General Secretary of the International Trade Union Confederation, a previous President of the Australian Council of Trade Unions (ACTU), and a passionate advocate and campaigner for social justice, women's rights, the environment, and labour law reforms.
4	Who are the other two panellists in the webinar series on modern slavery?	The other two panellists in the webinar series are Professor James Cockayne and Marie Segrave.
5	What is Professor Patrick Keyzer's role at the Australian Catholic University?	Professor Patrick Keyzer is the Dean of Law at ACU's Thomas More Law School.
6	When and where will the first webinar on modern slavery take place?	The first webinar, titled "Modern Slavery – Moving Forward, Looking Back," will take place on Thursday, 27 May, from 4 pm to 5:30 pm, online.
7	Who are the hosts of the first webinar titled "Modern Slavery – Moving Forward, Looking Back"?	Professor Patrick Keyzer from ACU's Thomas More Law School will introduce the panel, and Jenny Stanger from the Anti-Slavery Taskforce will facilitate the discussion.
8	What is the registration link provided for the webinar?	https://bit.ly/3uzZ5tj
9	Who is the media contact for this release and what are their contact details?	Jen Rosenberg, 0407 845 634, jen.rosenberg@acu.edu.au
10	What are the specific academic titles and affiliations of panellists James Cockayne and Marie Segrave?	James Cockayne is a Professor of Global Politics and Anti-Slavery at the University of Nottingham, and Marie Segrave is an Associate Professor in the School of Social Sciences at Monash University.
11	Which organization is the Anti-Slavery Taskforce a work of?	The Catholic Archdiocese of Sydney.

Example 5 — 9 turns on one image

#	question	answer
1	What types of books are available on the website for order stick vol origin pcs?	The website offers a variety of book types, including The pleasing book, fiction, history, novel, scientific research, and various new sorts of books.
2	What is Endless Library Genesis and how many ebooks and articles does it index?	Library Genesis is a search engine for free reading material, including ebooks, articles, magazines, and more. It indexes close to 3 million ebooks and 60 million articles.
3	What are some of the individual books and manuals mentioned in the text?	Some of the mentioned books and manuals include 'the power of surrender let go and energize your relationships success and well being,' '1974 evinrude manual,' 'advanced placement economics macroeconomics student activities answer key unit 1,' 'buried in the sky the extraordinary story of the sherpa climbers on k2 apos s deadliest day,' and 'honda vtx 1300 owners manual.'
4	What personal development topics are covered in the ebook mentioned in the text?	The ebook "the power of surrender let go and energize your relationships success and well being" covers personal development topics related to improving relationships, achieving success, and enhancing well-being.
5	What is the copyright code listed at the bottom of the document?	d46fc742dfc38fe0b93c9da12fe6b021
6	What page number is displayed at the bottom center of the page?	Page 1/1
7	What is the faint grey text in the top left header?	Download Ebook Order Stick Vol Origin Pcs
8	List three technical manuals or textbooks from the long list of titles that were not mentioned in the previous answers.	integrated circuits for wireless communications by asad abidi, a guide to modern econometrics 4th edition, and engineering mechanics koteeswaran ebook file type pdf
9	What specific text appears in the second paragraph regarding the 'order stick vol origin pcs'?	As this order stick vol origin pcs, it ends in the works beast one of the favored ebook order stick vol origin pcs collections that we have.

Example 6 — 6 turns on one image

#	question	answer
1	What does the company recommend regarding the use of RAMCLEAN 801?	The company recommends that this information only relates to materials as delivered in their original packaging and that it doesn't apply to products made with these materials and additional additives. The document provides a disclaimer about potential hazards and states that it does not guarantee specific properties or suitability for a particular application.
2	When was the Food Contact Declaration for RAMCLEAN 801 last revised?	The Food Contact Declaration for RAMCLEAN 801 was last revised on 03 Feb 2020.
3	What specific US regulation is cited in the declaration?	Title 21 of the U.S. Code of Federal Regulations (21CFR) part 174-178.
4	Who signed the declaration and what is their department?	Vitaly Golub from the R&D Department.
5	What other brand logos appear at the bottom of the document besides Polyram Group?	Bondyram, EP Engineering Plastics, and Polytron.
6	What is the print date of this document?	04 Aug 2020.

Example 7 — 9 turns on one image

#	question	answer
1	What are the various types of taxes a business can apply for in the West Baton Rouge Parish Tax Application Form?	The various types of taxes a business can apply for include Sales Tax, Occupational License Tax, and Hotel/Motel Tax.
2	What are the different reasons for applying for this tax application form?	The different reasons for applying include starting a new business, purchasing an ongoing business and providing the previous owner's details, opening an additional location, merger and acquisition details, change of name, and other unspecified reasons.
3	What information is required for a sole proprietor applying for this form?	A sole proprietor must provide their legal name, trade name (if applicable), LA Sales Tax Number, federal identification number, business location address (including street, route, or highway, city, state, zip), address for receiving tax forms and correspondence (if different from the business location), contact person's name, contact phone number, location of accounting records, and if they are the sole owner, their SSN, home address, and telephone number.
4	What details must be included for a corporation, LLC, LLP, or partnership applying for this tax application form?	These entities must provide the name, title, SSN, home address, and telephone number of all officers, members, managers, or partners. They must also provide an agent for service of process.
5	How does the tax application form determine the requested reporting status for a business?	The tax application form states that the Administrator will determine the reporting frequency and filing status according to parish policy. Occasional/irregular filers are intended for those businesses (1) that do not have a location within the parish and do not intend on doing business on a regular basis; and/or (2) business that perform services that are not taxable.
6	What details are required in the section describing the type of business and nature of sales or services performed?	The business must choose from categories such as Retail Sales, Repair Service, Retail Service, Wholesale, Manufacturing/Fabricating, Contractor, and Other. They must then describe the type of sales, activities, or services they perform.
7	What options are available for 'Type of organization' in section 7?	The options are Individual, Partnership, Corporation, LLC, LLP, Governmental, Non-Profit, and Other.
8	What specific dates are requested in section 11?	The form requests the 'Date sales will be made from this location' and the 'Date business first started operations'.
9	What is the final affirmation statement and what signatures are required at the bottom of the form?	The statement is 'I affirm that the information given on this application is true and correct.' The required signatures are for the Applicant (with Title) and the Preparer (with Date).

Example 8 — 11 turns on one image

#	question	answer
1	What type of services does the Conformity assessment/assurance section pertain to?	The Conformity assessment/assurance section pertains to services related to the Sustainable Development Goal 8 (SDG8).
2	Which Quality management standard is mentioned in the document?	The Quality management standard mentioned in the document is ISO 9001.
3	What is the focus of the ISO 28000 standard?	The focus of the ISO 28000 standard is Security management systems for the supply chain.
4	Which standard is focused on Risk management?	The standard focused on Risk management is ISO 31000.
5	What does the ISO 37001 standard deal with?	The ISO 37001 standard deals with Anti-bribery management.
6	Which standard is concerned with Occupational health and safety management?	The standard concerned with Occupational health and safety management is ISO 45001.
7	What is the goal of the ISO 55001 standard?	The goal of the ISO 55001 standard is Asset management.
8	How are these ISO standards relevant to SDG8?	These ISO standards are relevant to SDG8, which is titled 'DECENT WORK AND ECONOMIC GROWTH', by providing frameworks for quality, security, risk, anti-bribery, health and safety, and asset management.
9	What is the full title of Sustainable Development Goal 8 displayed in the dark grey box?	The full title is 'DECENT WORK AND ECONOMIC GROWTH'.
10	What event and year are listed in the footer of the slide?	The footer lists 'World Accreditation Day 2021'.
11	Which accreditation bodies' logos are visible in the bottom right corner?	The logos for 'ilac' and 'IAF' (International Accreditation Forum) are visible.

Example 9 — 17 turns on one image

#	question	answer
1	What is the primary focus of the first section?	The primary focus of the first section is providing a free digital copy of "While I Live: The Ellie Chronicles 1 John Marsden" eBook.
2	What problem do people encounter when trying to find their favorite readings on the internet?	People often end up on infected downloads that may contain viruses.
3	How can readers access the digital library mentioned in the text?	Readers can access the digital library to get the eBook "While I Live: The Ellie Chronicles 1 John Marsden" from the provider's website.
4	What is the director's name mentioned in the second section and what are some of her works?	The director's name is Augustine Frizzell, and some of her works include "Never Goin' Back" and "Euphoria."
5	Which novel is being adapted into a movie mentioned in the text?	The novel being adapted into a movie is "The Last Letter From Your Lover" by Jojo Moyes.
6	How did the director Augustine Frizzell connect personally to "The Last Letter From Your Lover"?	The text states she was in search of something different after directing the pilot of HBO's Euphoria because it was heavy material and she felt emotionally drained.
7	What are some themes of the Sims 4 expansion pack "Cottage Living"?	The Sims 4 Cottage Living expansion pack includes themes such as having a garden with plants that Sims can sell for money.
8	Where is Amy Winehouse's grave located?	Amy Winehouse's grave is located in Edgwarebury Lane Cemetery.
9	What is the premise of the reality show "Too Hot to Handle"?	"Too Hot to Handle" is a dating reality show on an island where a group of single people are not allowed to engage in any sexual contact while on the show.
10	What major international sports event is mentioned in the text with regards to the latest Olympics happening?	The latest Olympics mentioned in the text is the 2020 Tokyo Summer Olympics.
11	How can people watch the Tokyo Olympics without cable?	The text suggests that the Olympics can be watched widely broadcasted for people to watch in the comfort of their own home.
12	Which two Olympic teams were highlighted in the text before the official start of the Games?	Britain's rowers and archers were highlighted before the official start of the Games.
13	What is unusual about the relationship between the headers and the text paragraphs in the image?	The headers and the body text paragraphs are mismatched; for example, the header about Amy Winehouse's father is followed by text about the reality show 'Too Hot to Handle'.
14	Who is the millionaire mum-of-11 mentioned in the text?	Christina Ozturk.
15	Which cyclist is mentioned as opening NZ's medal bid?	George Bennett.
16	What is Will Kirk from 'The Repair Shop' emotional about?	His upcoming wedding.
17	What is the copyright code listed at the bottom of the page?	d41d8cd98f00b204e9800998ecf8427e.

Example 10 — 14 turns on one image

#	question	answer
1	What is the main focus of the document?	The main focus of the document is to provide a comprehensive guide on Getting Started with KPIs for ambitious businesses.
2	How can one obtain the soft documents of the KPI guide mentioned in the text?	The soft documents of the KPI guide can be obtained by visiting a specific web page online.
3	What is the advantage of having the soft documents of the KPI guide?	The advantage of having the soft documents of the KPI guide is that you do not need to spend money on physical books, and you can access the information at home or in the workplace.
4	What are some examples of topics related to KPIs that are mentioned in the text?	Some examples of topics related to KPIs mentioned in the text include KPI Template, KPI Dashboard in Excel, Key Performance Indicators, Sales KPIs, and Setting Realistic Sales KPIs.
5	What is one recommended approach to developing KPIs according to the text?	One recommended approach to developing KPIs, as mentioned in the text, is the ROKS Express approach, which includes six simple steps to help choose the best KPIs for business performance.
6	What is the purpose of the 12 Steps for Getting Started with KPIs?	The purpose of the 12 Steps for Getting Started with KPIs is to provide a structured and effective way for beginners and busy people to measure what matters for business performance.
7	What is a KPI Dashboard, and how is it useful for businesses?	A KPI Dashboard is a visual representation of key performance indicators, usually in the form of charts and graphs. It is useful for businesses because it allows them to quickly and easily track their performance against key objectives.
8	What is the importance of establishing goals before measuring KPIs?	Establishing goals before measuring KPIs is important because it helps organizations to define what they want to achieve and then measure their progress towards those goals.
9	What is the significance of defining business objectives in the process of setting KPIs?	Defining business objectives is significant in the process of setting KPIs because it provides a clear direction for the organization and helps to ensure that the KPIs are aligned with the overall goals and objectives of the business.
10	Who is the author of the '12 Steps for getting started with KPIs' guide mentioned in the text?	Stacey Barr.
11	What specific software tools are mentioned for creating dashboards or visualizing KPIs?	Excel, Power BI Desktop, Google Data Studio, SimpleKPI, and Fathom.
12	What is the copyright code found at the bottom of the page?	a7ff5d4d7b7697145d56d004b71e0d3.
13	Which individuals are mentioned in the section discussing 'The RIGHT vs. The WRONG Key Performance Indicators'?	Adora Cheung, John Doerr, and Pete Warden.
14	What is the page number displayed at the bottom right corner?	Page 1/1.

Downloads last month: 24

Total file size:

256 GB

You need to agree to share your contact information to access this dataset

Docmatix_merged_cleaned

How this was cleaned

answer vs org_answer