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 46 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 — 8 turns on one image

#	question	answer
1	What is the main title written in large letters across the middle of the cover?	QUITE EARLY ONE MORNING
2	What text appears at the very bottom of the cover?	and other memories
3	What catalog number is visible in the top right corner?	TC 1132
4	What format and speed are listed in the bottom right corner?	33 1/3 RPM LONG PLAYING
5	What record label is listed at the bottom right?	CAEDMON
6	Describe the illustration of the person at the top of the cover.	A man is diving or falling through the air with birds flying nearby.
7	Describe the landscape scene at the bottom of the cover.	A coastal scene with an orange sky, a boat on the left, buildings on a hill, and a person sitting on the shore on the right.
8	What text is visible on the yellow sleeve in the background?	CAEDMON TC 1081 and Poem

Example 2 — 5 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	A variety of snacks and drinks sit on a desk, including V8 juice, a box of Nirofen Zavance, Powerade, Diet Coca-Cola, and Pringles.
2	What brand of medication is in the box located in the front center of the image?	Nirofen Zavance
3	What beverage is contained in the two silver cans on the left side?	V8 Sugar Free juice
4	What specific variety of Coca-Cola is in the large bottle in the back?	Diet Coca-Cola
5	What flavor of Pringles is visible in the red can on the right?	Original

Example 3 — 6 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	Car owner gets creative by adding Je and UED ME to their SUS RESC licence plate.
2	What car brand is written in red letters across the rear taillight bar?	SUBARU
3	What state is printed at the top of the license plate?	West Virginia
4	What slogan appears at the bottom of the license plate?	Wild, Wonderful
5	What acronym is visible on a sticker in the upper right corner of the rear window?	ABS
6	What model name is embossed on the center of the rear bumper?	FORESTER

Example 4 — 6 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	A blue phone from the Microsoft brand is on the table.
2	What time is displayed in the top right corner of the phone screen?	8:45
3	What date is shown on the calendar tile in the bottom left area of the screen?	Tue 23
4	Which two apps on the screen have 'Lumia' in their name?	Lumia Camera and Lumia Creative Studio
5	What is the large blue tile with a white 'f' representing?	Facebook
6	What object is visible in the blurred background behind the phone?	A computer monitor

Example 5 — 5 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	a silent treatment pale ale and a glass with it poured out.
2	What is the name of the brewery printed on the neck label and the red cap?	No-Li
3	What is the alcohol by volume percentage listed on the main label?	5.75%
4	What red object is lying on the table in front of the bottle?	A bottle cap
5	What piece of furniture is visible in the background?	A white couch

Example 6 — 4 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	A samsung device with the photo by poakpong.
2	What type of charging port is visible in the center of the silver bottom edge?	A micro-USB port.
3	What text is written in red in the bottom left corner?	PHOTO by...
4	What color is the bottom edge of the device?	Silver.

Example 7 — 4 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	A black t-shirts states, "I ain't afraid to unghost".
2	What graphic is printed on the shirt above the text?	A white outline of a ghost.
3	What object is visible in the background on the left side?	The back of a dark chair.
4	What setting is suggested by the background on the right?	A kitchen, indicated by a counter and wooden cabinets.

Example 8 — 5 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	A metal serving pan full of food lies in some grass next to two MasterFoods condiment bottles.
2	What specific text regarding the tomatoes is printed on the red bottle label?	100% AUSSIE GROWN tomatoes
3	What specific food items are visible inside the tray?	Sautéed onions and two round patties
4	What utensil is resting in the tray?	A metal spoon
5	What type of sauce is in the brown bottle?	Barbecue SAUCE

Example 9 — 5 turns on one image

#	question	answer
1	Provide a one-sentence caption for the provided image.	The back of a ford branded vehicle with a California state license plate.
2	What is the main alphanumeric text displayed on the license plate?	MACHINS
3	What text is written at the bottom of the license plate?	YOSEMITE NATIONAL PARK
4	What month is visible on the registration sticker in the top left corner of the plate?	JUL
5	What object is centered directly above the license plate?	A rearview camera lens

Example 10 — 6 turns on one image

#	question	answer
1	Describe this image with attention to any visible text.	The front cover of the book 'The Garden of Rama' by Arthur C. Clarke and Gentry Lee, featuring a large dark sphere and spacecraft.
2	Who authored "The Garden of Rama"?	Arthur C. Clarke and Gentry Lee
3	What text appears at the very top of the book cover?	NEW YORK TIMES BESTSELLER
4	What text is located in the bottom left corner indicating the book's series placement?	THE SEQUEL TO RAMA II
5	Describe the two spacecraft visible in the lower portion of the cover.	A large cylindrical ship with a ring structure and a smaller, star-shaped spacecraft.
6	What publisher is listed on the spine of the book?	A BANTAM SPECTRA BOOK

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textcaps_train_cleaned

How this was cleaned

answer vs org_answer