textocr_train_cleaned

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

images	88,480
QA turns	504,229
answers rewritten by the cleaning pass	0
QA created by the cleaning pass (new_qa)	not measured for this family
shards	101

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 52 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.

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 elliot-mllm.

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 — 3 turns on one image

#	question	answer
1	Describe this image in detail.	The image showcases a breathtaking landscape with a towering mountain under a vibrant blue sky dotted with clouds, a tranquil body of water, and patches of colorful land. Overlaying the scenic view is a biblical quote from Psalm 119:96 in the N.I.V. version, reading "To all perfection I see a limit; but your commands are boundless." In the lower left corner, the photographer's credit, "Tito Balangue Photography - 2011," is displayed, while the lower right corner indicates the photo's subject as "Landscape Photos - Laos P.D.R."
2	What structure is visible in the immediate foreground on the left side?	A metal railing, likely part of a bridge or viewing platform.
3	What frames the entire image?	A thick black border.

Example 2 — 4 turns on one image

#	question	answer
1	What is the title of the black book in the center of the pile?	VIRUS
2	What text is written at the top of the red book?	Segunda recopilación de @rroba
3	What word is printed vertically in large white letters on the blue and yellow book?	CRACK
4	What is the subtitle on the orange and black book at the bottom?	UNA RECOPILACIÓN DE ERRORES

Example 3 — 4 turns on one image

#	question	answer
1	What size is indicated on the tag inside the collar?	44 R
2	What specific insignia appears above the name on the name tag?	A gold pair of wings
3	Describe the patch on the wearer's right shoulder (viewer's left).	A circular mission patch featuring a ring of international flags around the border.
4	Where are the zippers located on the jacket?	Down the center front, on two lower chest pockets, and on a pocket on the left sleeve.

Example 4 — 4 turns on one image

#	question	answer
1	What text is written at the top of the blue poster in the center of the display?	Like Mumford & Sons? Check out these similar artists:
2	What is the title visible on the CD case located on the far left of the top shelf?	FRAGILE AS WATER
3	Describe the visual appearance of the CD on the far left of the shelf immediately below the top red shelf.	It has a blue cover featuring a rainbow-colored circle.
4	What color is the top edge of the main shelving unit?	Red

Example 5 — 5 turns on one image

#	question	answer
1	Describe this image in detail.	The image is a vintage poster for John C. Fisher's "The Silver Slipper," a musical production. It displays an illustration of a woman in a white dress sitting on a rock, with a white slipper falling from her foot against a night sky. Text at the top reads "John C. Fisher's Stupendous Musical Production," with "THE SILVER" in large letters at the top and "SLIPPER" at the bottom. The phrase "The Slipper Lost" is located to the right of the woman. Credits at the bottom mention "BY OWEN HALL & LESLIE STUART" and "AUTHORS OF FLORODORA."
2	How is the main title "THE SILVER SLIPPER" arranged on the poster?	The words "THE SILVER" appear in large letters at the top, while the word "SLIPPER" appears in large letters at the bottom.
3	What is happening with the slipper in the illustration?	A white slipper is shown falling or floating away from the woman's bare left foot towards the bottom left of the poster.
4	What celestial object is visible in the upper right portion of the sky?	A crescent moon is visible in the dark, starry sky.
5	What graphic element is depicted behind the authors' names in the bottom right corner?	A golden lyre is depicted behind the text box containing the names.

Example 6 — 2 turns on one image

#	question	answer
1	What detailed description is printed on the label of the Smoked Sweet Paprika packet?	A traditional salt-free, non-fermented spice made from the sweet red and orange varieties of the Spanish La Vera region. It has a smoky, sweet, rich, and complex flavor profile. Ideal for seasoning meats, stews, soups, and sauces.
2	What price is visible on the small white sticker on the packet to the right of the main one?	$ 1.50

Example 7 — 4 turns on one image

#	question	answer
1	Describe this image in detail.	A close-up image showcases a dark beer bottle with a yellow cap, resting on a wooden surface against a textured wall. The label features two stalks of wheat curving upwards, the words "TALLGRASS" at the top, "BUFFALO SWEAT" emblazoned boldly in the center, a stylized buffalo head at the bottom, and "STOUT" in small text at the bottom right.
2	What illustrations are depicted on the label besides the text?	Two stalks of wheat curving upwards and a stylized buffalo head at the bottom.
3	What color is the cap on the bottle?	Yellow.
4	What surface is the bottle resting on?	A wooden surface.

Example 8 — 4 turns on one image

#	question	answer
1	Describe this image in detail.	A close-up image displays a sign prominently featuring the word "CRÉMANT" at the top, with "d'Alsace" in cursive script below it, followed by "Sparkling wine from Alsace, France" in smaller print. The focus on "CRÉMANT" creates a blurred background, accentuating the text, while at the image's bottom, a distinct logo or sign includes the word "FRANCE."
2	What color are the large letters spelling "CRÉMANT" at the top?	Red
3	What decorative elements flank the text "d'Alsace"?	Gold swirls
4	Describe the box containing the word "FRANCE" at the bottom.	A yellow rectangle with a red border

Example 9 — 4 turns on one image

#	question	answer
1	What number is visible on the jersey of the player standing to the right of the man in the SNY vest?	23
2	What is the player wearing number 32 doing with his right hand?	He is holding his hand to his forehead.
3	What accessory is the player wearing number 33 wearing on his face?	Sunglasses
4	What white text is visible on the back of the navy blue vest worn by the man in the foreground?	SNY

Example 10 — 9 turns on one image

#	question	answer
1	What brand and style of beer is advertised in the poster? Please provide the reasoning process first, and then give the answer.	Reason: The text on the poster provides information about both the brand and the type of beer being advertised. Answer: Johnny Cask Dogfish Head 75 Minute IPA
2	What kind of establishment does Johnny Cask serve?	It appears to be a pub or bar specializing in craft beers.
3	Could you please capture and document all visible text from this sign?	JOHNNY CASK Dogfish Head 75 Minute IPA ADBPDO E G H SIF Dogfish Head Craft Brewed Ales AMERICAN BEER THE YEAR Dogfish Head Ralston D'Etre 2000 Hey! I'm Sammy! Let's Go! Beer AHOY! Jan!
4	What beverage establishment might this sign belong to?	This sign likely belongs to a craft beer bar or pub that specializes in unique beers like the "Dogfish Head 75 Minute IPA" mentioned. The presence of various bottles suggests it is an establishment with a selection of different beverages, possibly including craft beer.
5	What text is visible on the octagonal wooden sign to the left of the main poster?	The outer ring reads 'ADBPDO E G H SIF' and the center green circle says 'Dogfish Head Craft Brewed Ales'.
6	What text can be read on the beer bottles on the top right shelf?	One bottle label reads 'AMERICAN BEER THE YEAR' and another reads 'Dogfish Head Ralston D'Etre 2000'.
7	What is the man in the poster holding and doing?	He is holding a mallet in his right hand and tapping a beer keg with his left hand.
8	What text is written on the beer keg in the poster?	The text on the keg reads 'Hey! I'm Sammy! Let's Go! Beer AHOY! Jan!'.
9	What objects are stacked at the bottom of the image?	Rows of empty glass beer mugs are stacked upside down.