imgur5k_cleaned

The imgur5k__x family of the ElliotVL supervised-fine-tuning pool, after VLM cleaning.

images	2,888
QA turns	11,629
answers rewritten by the cleaning pass	0
QA created by the cleaning pass (new_qa)	not measured for this family
shards	12

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 13 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 — 5 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	The handwriting reads: '12/25/2014. Merry Christmas! We are underway and underwater on nuclear power. I gave Pierce his gift today, via Bray. I hope he enjoyed it. I hand wrote a Christmas card in my own true fashioned, which is indeed old fashioned. There are alot of mixed feelings about this Christmas. No one really wants to be here, but most of the guys are making the best of the situation. Personally, I wonder what is going on back home. It is 1917 (yes, that's 7:17 p.m.) back in Texas, and I am sure that Mom and Dad are at home or at Grandma and Grandpa's house. I hope Mom isn't too distraught that I can't contact'
2	What date is written in the top right corner of the page?	12/25/2014
3	Who are the two people named in the second paragraph regarding the gift?	Pierce and Bray
4	What time does the writer mention it is 'back in Texas'?	7:17 p.m.
5	What object is partially visible at the very bottom left of the image?	A dark, knitted fabric or object, possibly a sleeve or a toy.

Example 2 — 5 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	May your Thanksgiving be filled with happy moments, simple goodness and gratitude. As we celebrate Thanksgiving, I want to thank you for your business and the opportunity to help your life go right.
2	What is the printed message at the top of the card?	May your Thanksgiving be filled with happy moments, simple goodness and gratitude.
3	What does the script text in the lower section of the card say?	As we celebrate Thanksgiving, I want to thank you for your business and the opportunity to help your life go right.
4	What graphic element separates the top and bottom text blocks?	A horizontal line with five dots in the center.
5	What is visible at the very bottom of the card below the script text?	A signature or name that has been redacted with a white scribble.

Example 3 — 4 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	abcdefghijklmnopqr stuvwxyz : abcdefg hijklmnopqrstuvwx yz : abcdefghijklmn opqrstuvwxyz : yyy MARKER
2	Transcribe the full text on the card, including the punctuation marks and the word at the bottom.	abcdefghijklmnopqr stuvwxyz : abcdefg hijklmnopqrstuvwx yz : abcdefghijklmn opqrstuvwxyz : yyy MARKER
3	What style of typeface is used for the alphabet characters?	A Gothic or Blackletter script font.
4	What is the background surface visible behind the card?	A brown wood-grain surface.

Example 4 — 6 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	The visible text includes 'Adobe Acrobat Pr' at the top, 'Formata form of b' and 'Corsiva form of b' at the bottom, and fragments like 'dge', 'The', 'of', 'ow).' on the left. The red calligraphy shows the letter 'a'.
2	What text is written below the large blue letter 'b'?	Formata form of b
3	What text is written to the right of 'Formata form of b'?	Corsiva form of b
4	What software name is partially visible in the top left corner?	Adobe Acrobat Pr
5	What large blue letters are visible on the screen?	A lowercase 'a' and a lowercase 'b'.
6	What red letters are visible on the grid paper?	Several lowercase 'a's.

Example 5 — 3 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	The handwriting reads: "Reality bites"
2	What visual markings are drawn over the words 'Reality' and 'bites'?	There are horizontal lines drawn through both words, acting as strikethroughs.
3	What kind of paper is the text written on?	The text is written on white notebook paper with blue horizontal lines.

Example 6 — 5 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	KANELBOLLE & SVART KAFFE FRA KR. 57,-
2	What is the large word written at the very top of the chalkboard?	KANELBOLLE
3	What price is listed at the bottom of the sign?	FRA KR. 57,-
4	Describe the decorative elements painted on the sign.	Pink flowers with green leaves and geometric lines in pink and blue.
5	Who is visible in the background behind the sign?	Two people sitting at a table.

Example 7 — 5 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	The handwriting reads: "piebald"
2	What word is handwritten on the blue grid paper?	piebald
3	What text is printed on the side of the white pencil?	GRAPH 1000 FOR PRO 0.9 Pentel PG1009 JAPAN
4	What object is lying diagonally across the paper?	A white mechanical pencil
5	What is the background surface?	Blue graph paper with a white grid

Example 8 — 4 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	The calligraphy reads 'Everything will be alright'. The pencil has 'SOFT' and '9H' printed on it.
2	What text is printed on the yellow pencil?	The word 'SOFT' is on the barrel and '9H' is near the tip.
3	What objects are visible in the bottom right area?	A pink eraser and a yellow pencil.
4	What color is the calligraphic text?	Red.

Example 9 — 3 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	The handwriting reads: "GENUFLECT"
2	What colors are used for the main letters and the shadow effect?	The main letters are purple (or magenta) and the shadow behind them is yellow (or gold).
3	What is the background surface texture?	Textured white paper.

Example 10 — 4 turns on one image

#	question	answer
1	What does this handwriting say? Please transcribe the text you can read.	The quick brown fox jumps over the lazy dog THE QUICK BROWN FOX JUMPS OVER THE LAZY DOG. Aa Bb Cc Dd Ee Ff Gg Hh Ii Jj Kk Ll Mm Nn Oo Pp Qq Rr Ss Tt Uu Vv Ww Xx Yy Zz 1 2 3 4 5 6 7 8 9 0 -Toto the Bunny
2	What numbers are written in red ink near the bottom of the page?	1 2 3 4 5 6 7 8 9 0
3	What is the signature written in the bottom right corner?	-Toto the Bunny
4	What colors of ink are used for the different sections of text?	The top sentence is in pink/purple, the all-caps sentence is in purple, the alphabet is in black, the numbers are in red, and the signature is in pink.