ocr_cleaned

The ocr__x family of the ElliotVL supervised-fine-tuning pool, after VLM cleaning.

images	234,142
QA turns	1,232,495
answers rewritten by the cleaning pass	0
QA created by the cleaning pass (new_qa)	not measured for this family
shards	172

How this was cleaned

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 99 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 — 5 turns on one image

#	question	answer
1	Please extract the text content from the UI element enclosed by the red rectangle in the screenshot.	Want to learn more from the professor of Interaction Design, Daniel Buzzo? Listen to the full episode of the UX BANTER podcast where our host DUSHYANT KANUNGO and Daniel touches on interesting topics on design and more.
2	What is the text of the link located below 'Listen to the full episode here:'?	THE ACTUAL INTERACTION DESIGN IS UNDERNEATH! — DANIEL BUZZO
3	What text is visible in the paragraph starting with 'Follow'?	Follow UX BANTER on Spotify and stay tuned for more such inspiring and insightful conversations with UX industry experts.
4	List the three section headers visible in the lower half of the page.	MORE BLOGS FROM GALAXY UX STUDIO, EXPLORE SIMILAR BLOGS, EXPLORE RELATED CASE STUDIES
5	What text appears inside the black pill-shaped tags on the bottom cards?	IOT

Example 2 — 5 turns on one image

#	question	answer
1	Given a screenshot of a webpage containing a red rectangle bounding box, extract and provide the text content found within the red bounding box.	I’m going to end this by saying that this is an interesting and well-made documentary. It is one-sided. I do want to point that out. It could have deepened this hearing from the other side of the argument. There was a lot of time and care put in to hide the identities of those that want their message out there, but fear of what could happen. I do like the different range of people interviewed, aside from my issue that led this off. This tugged at my heartstrings and made me a bit emotional at times.
2	What are the film details listed in the top left section?	Film: Plan C, Year: 2023, Director: Tracy Droz Tragos
3	What tags are listed below the date at the top of the page?	plan c | tracy droz tragos | documentary | women's rights | reproductive rights | medical | abortion
4	Describe the poster image located next to the film metadata.	The poster features the title 'PLAN C' in large red letters, four women's faces in red-tinted vertical strips, and a small icon of a truck.
5	What is the text in the final paragraph of the review, located below the red box?	I would say this is a documentary to check out no matter what side you fall on. It would be interesting to hear someone who is 'pro-life' watch this and hear what they think. I'd even be interested in having a discussion if someone who watched this holds those beliefs. I will say that those against abortion might hate this. As a film, this falls by. It has good cinematography and editing with clips and information placed in. I enjoyed my time here as much as one can watching something like this for sure.

Example 3 — 4 turns on one image

#	question	answer
1	What is the full text of the first main heading in the image?	What Is Aluminum PURJA Scrap?
2	According to the text, what does the acronym PURJA stand for?	Purity, Unity, Recycling, Justice, and Affection
3	What is the text inside the red rectangular bounding box?	Scrap
4	What green icon is overlaid on the right side of the text?	A WhatsApp icon

Example 4 — 4 turns on one image

#	question	answer
1	You’re provided with a screenshot of a webpage that has a red bounding box around an element. Choose the best matching webpage description for the new page after clicking the element in the red box. The options are: A. Advisory Council - Global Diplomacy Lab B. Members' Calendar - Global Diplomacy Lab C. Secretariat - Global Diplomacy Lab D. Partners - Global Diplomacy Lab E. Publications - Global Diplomacy Lab F. Who we are - Global Diplomacy Lab G. Stories - Global Diplomacy Lab H. Members - Global Diplomacy Lab	C
2	What is the title of the website displayed at the top left?	Global Diplomacy Lab
3	List the navigation menu items visible in the left sidebar.	Who we are, Members, Secretariat, Advisory Council, Partners, What we do, Strategy, Labs, Activities, Publications, Members' Calendar, Stories
4	What heading appears at the bottom left of the image?	Members

Example 5 — 8 turns on one image

#	question	answer
1	Look at the screenshot of a webpage where a red rectangle bounding box is present. Choose the webpage description that best describes the new webpage after clicking the element inside the red bounding box. Here are the candidates: A. Featured Brewery of the Month: DC Brau  - Ejji B. Celebrate Our 4th Ejjiversary! - Ejji C. daily specials Archives - Ejji D. Back To School Blues? More Like Back To School Deals! - Ejji E. Types of Ramen Noodles - Ejji F. Healthy Pork Belly? - Ejji G. Chef Ten Vong: The Man Behind The Man Bun - Ejji H. Welcome To My Culinary Crib: The Ejji Ramen Edition - Ejji	B
2	What is the large white text at the very top of the page?	EJJI
3	What red text appears below 'EJJI' between two orange lines?	RAMEN
4	What text is inside the red button to the right of the search input field?	Search
5	What is the heading centered above the social media icons?	Follow us on Social
6	What is the heading above the list of article titles?	Recent Posts
7	What is the title of the first post listed under 'Recent Posts'?	Chef Ten Vong: The Man Behind The Man Bun
8	What is the title of the last post listed at the bottom of the page?	Welcome To My Culinary Crib: The Ejji Ramen Edition

Example 6 — 6 turns on one image

#	question	answer
1	You are provided with a webpage screenshot that includes a red rectangle bounding box. Extract the text content from within the bounding box using OCR.	Sunday we made it to our RV park in Las Vegas by one. It was sunny and the temperature was 20c/68F and we pulled out our flip flops. We spent the rest of that afternoon organizing our RV and settling in. The park has good internet (via ethernet or wifi), cable, a pool, laundry, a restaurant, showers and is gated.
2	What text appears in the paragraph immediately above the red bounding box?	Saturday the 8th, we were up early and continued. Although it was no longer snowing the roads were not cleared. Portland doesn't get snow often so they don't have a great deal snow removal equipment. What should have been a two hour drive south to Eugene, OR turned into more like five and we had rain, snow, sleet & ice. South of Salem it was snowing pretty heavy and there were many vehicles off the road. Doug took it easy and we made it through. It cleared before we crossed the border into California, and it was smooth sailing after that. We spent that night in Fallon, NV east of Reno.
3	What sentence is located immediately below the red bounding box?	Doug flew back to LA Monday morning while Fran began working from the RV.
4	What are the titles of the 'Previous Post' and 'Next Post'?	Previous Post: Packing Up; Next Post: A Little Cycle Trip
5	List the geographical regions visible in the right-hand sidebar.	Asia, Canada, Caribbean, Central America, Europe, Mexico, South America, United States
6	What are the text captions visible under the images in the 'YOU MIGHT ALSO LIKE' section?	Nova Scotia & New Brunswick, Iceland Anniversary Trip: Days 1-4

Example 7 — 5 turns on one image

#	question	answer
1	Observe the provided screenshot of a webpage with a red bounding box around a specific UI element. Choose the webpage description that best fits the new webpage after you click on the highlighted element. These are your options: A. June 12, 2024 - Chezsimeo B. Health Archives - Chezsimeo C. Marketing Archives - Chezsimeo D. Used Cars in Hollywood FL | 4 Years Free Service - AutoMax E. Chezsimeo - Emerging facts F. June 9, 2024 - Chezsimeo G. Lina Clara, Author at Chezsimeo H. Games Archives - Chezsimeo	E
2	What is the full headline of the article displayed below the car image?	GET USED CARS IN HOLLYWOOD FL THAT ARE JUST LIKE NEW!
3	What date and author name are listed below the article headline?	May 16, 2021 and Lina Clara
4	What text appears in the red bounding box at the top left of the screen?	CHEZSIMEO
5	What subtitle is written below the large 'CHEZSIMEO' text in the cityscape banner?	Emerging Facts

Example 8 — 4 turns on one image

#	question	answer
1	You have a screenshot of a webpage with a UI element highlighted by a red bounding box. Use OCR to obtain the text within this highlighted area.	First of all we are reminded it is the 25th show. That is incredible! Apparently to celebrate that fact there will be a token issued on entry to everyone attending to exchange for a souvenir coaster.
2	What is the main headline of the article?	More details of the 2016 TCS Leicester Get-Together
3	What is the title of the first post listed under 'Recent Posts' in the sidebar?	TCS 3rd Annual Show 2024
4	What text appears in the paragraph immediately following the red highlighted box?	Secondly the theme for the Club Stand this year is departmental rolling stock, including breakdown trains, track maintenance vehicles and inspection saloons.

Example 9 — 5 turns on one image

#	question	answer
1	You are presented with a screenshot of a webpage that includes a red bounding box around an element. Determine which webpage description best matches the page that results from clicking the element within the red bounding box. Here are the candidates: A. #timemanagementtips B. #personalgrowth C. Blog | ITLearnner D. Step By Step Process to Use Eisenhower technique for Personal Growth? E. #worklifebalance F. #productivityhacks G. #eattheuglyfrog H. Book Online | ITLearnner	D
2	What is the email address listed in the footer?	info@ITLearner.com
3	What is the full address provided in the footer?	71-75, Shelton Street, Covent Garden,London, United Kingdom, WC2H 9JQ
4	What specific productivity approach is mentioned in the 'Conclusion' section?	"Eat the Ugly Frog" approach
5	What is the copyright text at the bottom left of the footer?	© 2023 by ITLearner. Part of Magna Sw Ltd

Example 10 — 5 turns on one image

#	question	answer
1	Identify and transcribe the text content enclosed by the red bounding box in the given screenshot.	You should also bear in mind of the differences between dating in Thailand and dating in other countries. In Thailand, you should take those dating process gradual and get to know your companion well. Foreign people might think that women in Thailand only like prosperous men. When you are interested in internet dating a Thai man, try to find someone who stocks and shares your hobbies. Avoid individuals who want to sponsor your dating life by giving financial support.
2	What is the main title of the article shown in the screenshot?	Thai Guy Going out with Tips — How to Approach a Thai Man
3	What contact information is displayed in the red header bar at the top of the page?	+39 0922852792 and sicilpollisrl@sicilpollisrl.191.it
4	List the titles visible under the 'Articoli recenti' section in the right sidebar.	(senza titolo), Melbet App Download For Android, Melbet App Download For Android Apk And Ios At No Cost, Melbet App Obtain For Iphone Ios, Android Apk, Melbet App Obtain For Android Apk & Ios In Bangladesh 2023
5	What is the text of the introductory paragraph immediately preceding the red box?	Thai men are self conscious, so it is crucial for you to know the dimensions of the right approach to strategy them. The first thing you should know is that Thailänder men will typically decline your earliest date ask unless you demonstrate to them you're interested in higher than a casual relationship. You can start by learning a handful of cute terms in Thai.