figureqa_train_cleaned

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

images	195,187
QA turns	5,827,821
answers rewritten by the cleaning pass	0
QA created by the cleaning pass (new_qa)	not measured for this family
shards	9

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 exceeds 4000000 QA. 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 — 26 turns on one image

#	question	answer
1	Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end. Question: Does Dark Orange have the lowest value? Choices: (A) no (B) yes	The answer is B
2	Hint: Please answer the question and provide the final answer at the end. Question: What is the value of Cyan at x-axis label 60?	The answer is 97.6
3	Hint: Please answer the question and provide the final answer at the end. Question: Does Medium Orchid ever surpass the value of 98 on the y-axis label?	The answer is No
4	Hint: Please answer the question and provide the final answer at the end. Question: What is the difference between the highest and lowest values of Dark Orange?	The answer is 0.7
5	Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end. Question: Is Dark Orange the color with the lowest value? Choices: (A) no (B) yes	The answer is B
6	Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end. Question: Is Dark Orange the one with the lowest value? Choices: (A) no (B) yes	The answer is B
7	Does Medium Orchid have the minimum area under the curve? Answer the question with Yes or No.	Yes.
8	Does Blue have the maximum area under the curve? Answer the question with Yes or No.	Yes.
9	Does Dark Orange have the minimum area under the curve? Answer the question with Yes or No.	No.
10	Does Dark Orange have the maximum area under the curve? Answer the question with Yes or No.	No.
11	Is Khaki the smoothest? Answer the question with Yes or No.	Yes.
12	Is Violet Red the roughest? Answer the question with Yes or No.	Yes.
13	Is Dark Orange the roughest? Answer the question with Yes or No.	No.
14	Does Dark Orange have the lowest value? Answer the question with Yes or No.	Yes.
15	Does Cyan have the highest value? Answer the question with Yes or No.	Yes.
16	Does Dark Orange have the highest value? Answer the question with Yes or No.	No.
17	Is Dark Orange less than Blue? Answer the question with Yes or No.	Yes.
18	Is Blue greater than Medium Orchid? Answer the question with Yes or No.	Yes.
19	Does Cyan intersect Medium Aqua? Answer the question with Yes or No.	Yes.
20	Is Cyan less than Medium Aqua? Answer the question with Yes or No.	No.
21	Is Cyan greater than Medium Aqua? Answer the question with Yes or No.	No.
22	What is the text of the chart title?	title
23	What are the labels for the x and y axes?	xaxis_label and yaxis_label
24	Which three lines start at the y-value of 98?	Blue, Cyan, and Medium Aqua
25	Which three lines start at the y-value of 97?	Dark Orange, Khaki, and Medium Orchid
26	What is the maximum value reached by the Violet Red line?	98

Example 2 — 22 turns on one image

#	question	answer
1	Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end. Question: Is Maroon less than Periwinkle? Choices: (A) no (B) yes	The answer is B
2	Hint: Please answer the question and provide the final answer at the end. Question: What is the title of the pie chart?	The answer is title
3	Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end. Question: Is this less than Periwinkle? Choices: (A) no (B) yes	The answer is B
4	Hint: Please answer the question and provide the correct option letter, e.g., A, B, C, D, at the end. Question: Is Maroon smaller in quantity compared to Periwinkle? Choices: (A) no (B) yes	The answer is B
5	Hint: Please answer the question and provide the final answer at the end. Question: Is the Crimson section larger than the Maroon and Periwinkle sections combined?	The answer is No
6	Is Maroon the minimum? Answer the question with Yes or No.	Yes.
7	Is Periwinkle the maximum? Answer the question with Yes or No.	Yes.
8	Is Periwinkle the minimum? Answer the question with Yes or No.	No.
9	Is Maroon the maximum? Answer the question with Yes or No.	No.
10	Is Periwinkle greater than Maroon? Answer the question with Yes or No.	Yes.
11	Is Maroon less than Periwinkle? Answer the question with Yes or No.	Yes.
12	Is Maroon greater than Periwinkle? Answer the question with Yes or No.	No.
13	Is Periwinkle less than Maroon? Answer the question with Yes or No.	No.
14	Is Crimson the high median? Answer the question with Yes or No.	Yes.
15	Is Crimson the low median? Answer the question with Yes or No.	Yes.
16	Is Periwinkle the high median? Answer the question with Yes or No.	No.
17	Is Maroon the low median? Answer the question with Yes or No.	No.
18	What are the three labels listed in the legend from left to right?	Crimson, Maroon, Periwinkle
19	What color corresponds to the 'Crimson' label in the legend?	Red
20	What color corresponds to the 'Periwinkle' label in the legend?	Blue (or Purple/Blue)
21	What is the approximate percentage of the Maroon section?	Approximately 25%
22	What is the approximate percentage of the Crimson section?	Approximately 33%

Example 3 — 16 turns on one image

#	question	answer
1	Is Dark Khaki the minimum? Answer the question with Yes or No.	Yes.
2	Is Lime Green the maximum? Answer the question with Yes or No.	Yes.
3	Is Lawn Green the minimum? Answer the question with Yes or No.	No.
4	Is Lawn Green the maximum? Answer the question with Yes or No.	No.
5	Is Lawn Green greater than Dark Khaki? Answer the question with Yes or No.	Yes.
6	Is Dark Khaki less than Lawn Green? Answer the question with Yes or No.	Yes.
7	Is Dark Khaki greater than Lawn Green? Answer the question with Yes or No.	No.
8	Is Lawn Green less than Dark Khaki? Answer the question with Yes or No.	No.
9	Is Lawn Green the high median? Answer the question with Yes or No.	Yes.
10	Is Lawn Green the low median? Answer the question with Yes or No.	Yes.
11	Is Lime Green the high median? Answer the question with Yes or No.	No.
12	Is Lime Green the low median? Answer the question with Yes or No.	No.
13	What is the text of the chart title?	title
14	What is the label for the x-axis?	xaxis_label
15	What is the label for the y-axis?	yaxis_label
16	What are the numerical values marked on the x-axis?	0, 10, 20, 30

Example 4 — 17 turns on one image

#	question	answer
1	Is Brown the minimum? Answer the question with Yes or No.	Yes.
2	Is Peru the maximum? Answer the question with Yes or No.	Yes.
3	Is Peru the minimum? Answer the question with Yes or No.	No.
4	Is Brown the maximum? Answer the question with Yes or No.	No.
5	Is Peru greater than Brown? Answer the question with Yes or No.	Yes.
6	Is Brown less than Peru? Answer the question with Yes or No.	Yes.
7	Is Brown greater than Peru? Answer the question with Yes or No.	No.
8	Is Peru less than Brown? Answer the question with Yes or No.	No.
9	Is Orange Red the high median? Answer the question with Yes or No.	Yes.
10	Is Orange Red the low median? Answer the question with Yes or No.	Yes.
11	Is Blue the high median? Answer the question with Yes or No.	No.
12	Is Blue the low median? Answer the question with Yes or No.	No.
13	What is the title of the chart?	title
14	List the categories in the legend from top to bottom.	Blue, Peru, Brown, Steel Blue, Orange Red
15	Is Blue larger than Orange Red?	Yes
16	Is Steel Blue larger than Brown?	Yes
17	What type of chart is displayed?	Pie chart

Example 5 — 26 turns on one image

#	question	answer
1	Does Sky Blue have the minimum area under the curve? Answer the question with Yes or No.	Yes.
2	Does Dodger Blue have the maximum area under the curve? Answer the question with Yes or No.	Yes.
3	Does Yellow Green have the minimum area under the curve? Answer the question with Yes or No.	No.
4	Does Yellow Green have the maximum area under the curve? Answer the question with Yes or No.	No.
5	Is Yellow Green the smoothest? Answer the question with Yes or No.	Yes.
6	Is Sky Blue the roughest? Answer the question with Yes or No.	Yes.
7	Is Yellow the smoothest? Answer the question with Yes or No.	No.
8	Is Yellow the roughest? Answer the question with Yes or No.	No.
9	Does Cadet Blue have the lowest value? Answer the question with Yes or No.	Yes.
10	Does Dodger Blue have the lowest value? Answer the question with Yes or No.	No.
11	Does Dodger Blue have the highest value? Answer the question with Yes or No.	Yes.
12	Does Yellow Green have the highest value? Answer the question with Yes or No.	No.
13	Is Sky Blue less than Dodger Blue? Answer the question with Yes or No.	Yes.
14	Is Dodger Blue greater than Yellow Green? Answer the question with Yes or No.	Yes.
15	Does Light Sky Blue intersect Rebecca Purple? Answer the question with Yes or No.	Yes.
16	Is Light Sky Blue less than Rebecca Purple? Answer the question with Yes or No.	No.
17	Is Light Sky Blue greater than Rebecca Purple? Answer the question with Yes or No.	No.
18	Does Sky Blue intersect Dodger Blue? Answer the question with Yes or No.	No.
19	What is the text displayed in the chart title?	title
20	What is the label on the x-axis?	xaxis_label
21	What is the label on the y-axis?	yaxis_label
22	Which series shows a consistently decreasing trend?	Dodger Blue
23	Which series shows the steepest increasing trend?	Light Sky Blue
24	Do the Light Sky Blue and Dodger Blue series intersect?	Yes
25	What is the approximate y-value of the Dodger Blue series at x=0?	58
26	What is the approximate y-value of the Light Sky Blue series at x=100?	58

Example 6 — 22 turns on one image

#	question	answer
1	Does Purple have the minimum area under the curve? Answer the question with Yes or No.	Yes.
2	Does Cyan have the maximum area under the curve? Answer the question with Yes or No.	Yes.
3	Does Cornflower have the minimum area under the curve? Answer the question with Yes or No.	No.
4	Does Cornflower have the maximum area under the curve? Answer the question with Yes or No.	No.
5	Is Green Yellow the smoothest? Answer the question with Yes or No.	Yes.
6	Is Cyan the roughest? Answer the question with Yes or No.	Yes.
7	Is Cornflower the smoothest? Answer the question with Yes or No.	No.
8	Is Cornflower the roughest? Answer the question with Yes or No.	No.
9	Does Cornflower have the lowest value? Answer the question with Yes or No.	No.
10	Does Cyan have the highest value? Answer the question with Yes or No.	Yes.
11	Does Purple have the highest value? Answer the question with Yes or No.	No.
12	Is Seafoam less than Cyan? Answer the question with Yes or No.	Yes.
13	Is Cyan greater than Blue? Answer the question with Yes or No.	Yes.
14	Does Green Yellow intersect Purple? Answer the question with Yes or No.	Yes.
15	Is Green Yellow less than Purple? Answer the question with Yes or No.	No.
16	Does Seafoam intersect Cyan? Answer the question with Yes or No.	No.
17	What is the title of the chart?	title
18	What is the label on the x-axis?	xaxis_label
19	What is the label on the y-axis?	yaxis_label
20	Does Green Yellow intersect Blue?	Yes.
21	Does Green Yellow intersect Seafoam?	Yes.
22	What is the constant value of the Purple line?	66

Example 7 — 16 turns on one image

#	question	answer
1	Does Khaki have the minimum area under the curve? Answer the question with Yes or No.	No.
2	Does Aqua have the maximum area under the curve? Answer the question with Yes or No.	No.
3	Is Khaki the smoothest? Answer the question with Yes or No.	No.
4	Is Khaki the roughest? Answer the question with Yes or No.	No.
5	Does Khaki have the lowest value? Answer the question with Yes or No.	No.
6	Does Aqua have the highest value? Answer the question with Yes or No.	No.
7	Is Aqua less than Dark Turquoise? Answer the question with Yes or No.	Yes.
8	Is Saddle Brown greater than Aqua? Answer the question with Yes or No.	Yes.
9	Does Aqua intersect Dark Turquoise? Answer the question with Yes or No.	No.
10	What is the text label for the x-axis?	xaxis_label
11	What is the text label for the y-axis?	yaxis_label
12	What is the title of the chart?	title
13	Which series is represented by a solid line?	Aqua
14	Which series is represented by a dotted line?	Dark Turquoise
15	Which series shows a linear increasing trend?	Aqua
16	Which series shows a linear decreasing trend?	Dark Turquoise

Example 8 — 21 turns on one image

#	question	answer
1	Does Navy Blue have the minimum area under the curve? Answer the question with Yes or No.	Yes.
2	Does Green have the maximum area under the curve? Answer the question with Yes or No.	Yes.
3	Does Cadet Blue have the minimum area under the curve? Answer the question with Yes or No.	No.
4	Does Cadet Blue have the maximum area under the curve? Answer the question with Yes or No.	No.
5	Is Sky Blue the smoothest? Answer the question with Yes or No.	Yes.
6	Is Cadet Blue the roughest? Answer the question with Yes or No.	Yes.
7	Is Green the smoothest? Answer the question with Yes or No.	No.
8	Is Green the roughest? Answer the question with Yes or No.	No.
9	Does Sky Blue have the lowest value? Answer the question with Yes or No.	Yes.
10	Does Cadet Blue have the lowest value? Answer the question with Yes or No.	No.
11	Does Green have the highest value? Answer the question with Yes or No.	Yes.
12	Does Navy Blue have the highest value? Answer the question with Yes or No.	No.
13	Is Sky Blue less than Green? Answer the question with Yes or No.	Yes.
14	Is Cadet Blue greater than Navy Blue? Answer the question with Yes or No.	Yes.
15	Is Cadet Blue greater than Green? Answer the question with Yes or No.	No.
16	Does Sky Blue intersect Green? Answer the question with Yes or No.	No.
17	What is the text in the title of the chart?	title
18	What are the labels for the x and y axes?	xaxis_label and yaxis_label
19	Which two data series intersect in the middle of the chart?	Sky Blue and Cadet Blue
20	What is the range of values on the x-axis?	0 to 100
21	What is the range of values on the y-axis?	20 to 100

Example 9 — 24 turns on one image

#	question	answer
1	Does Dark Violet have the minimum area under the curve? Answer the question with Yes or No.	Yes.
2	Does Sienna have the maximum area under the curve? Answer the question with Yes or No.	Yes.
3	Does Lawn Green have the minimum area under the curve? Answer the question with Yes or No.	No.
4	Does Lawn Green have the maximum area under the curve? Answer the question with Yes or No.	No.
5	Is Sienna the smoothest? Answer the question with Yes or No.	Yes.
6	Is Dark Violet the roughest? Answer the question with Yes or No.	Yes.
7	Is Lawn Green the smoothest? Answer the question with Yes or No.	No.
8	Is Lawn Green the roughest? Answer the question with Yes or No.	No.
9	Does Medium Mint have the lowest value? Answer the question with Yes or No.	Yes.
10	Does Lawn Green have the lowest value? Answer the question with Yes or No.	No.
11	Does Sienna have the highest value? Answer the question with Yes or No.	Yes.
12	Does Lawn Green have the highest value? Answer the question with Yes or No.	No.
13	Is Dark Violet less than Lawn Green? Answer the question with Yes or No.	Yes.
14	Is Olive Drab greater than Dark Violet? Answer the question with Yes or No.	Yes.
15	Does Dark Violet intersect Medium Mint? Answer the question with Yes or No.	Yes.
16	Is Dark Violet less than Medium Mint? Answer the question with Yes or No.	No.
17	Is Dark Violet greater than Medium Mint? Answer the question with Yes or No.	No.
18	Does Dark Violet intersect Lawn Green? Answer the question with Yes or No.	No.
19	What is the title of the chart?	title
20	What is the label on the x-axis?	xaxis_label
21	What is the label on the y-axis?	yaxis_label
22	List the categories in the legend from top to bottom.	Dark Violet, Sienna, Medium Mint, Rebecca Purple, Lawn Green, Olive Drab
23	What is the range of the x-axis?	0 to 100
24	What is the range of the y-axis?	94 to 100

Example 10 — 22 turns on one image

#	question	answer
1	Does Dark Slate have the minimum area under the curve? Answer the question with Yes or No.	Yes.
2	Does Chocolate have the maximum area under the curve? Answer the question with Yes or No.	Yes.
3	Does Indian Red have the minimum area under the curve? Answer the question with Yes or No.	No.
4	Does Indian Red have the maximum area under the curve? Answer the question with Yes or No.	No.
5	Is Dark Slate the smoothest? Answer the question with Yes or No.	Yes.
6	Is Chocolate the roughest? Answer the question with Yes or No.	Yes.
7	Is Indian Red the smoothest? Answer the question with Yes or No.	No.
8	Is Indian Red the roughest? Answer the question with Yes or No.	No.
9	Does Dark Slate have the lowest value? Answer the question with Yes or No.	Yes.
10	Does Indian Red have the lowest value? Answer the question with Yes or No.	No.
11	Does Indian Red have the highest value? Answer the question with Yes or No.	Yes.
12	Does Chocolate have the highest value? Answer the question with Yes or No.	No.
13	Is Dark Slate less than Chocolate? Answer the question with Yes or No.	Yes.
14	Is Indian Red greater than Dark Slate? Answer the question with Yes or No.	Yes.
15	Does Chocolate intersect Indian Red? Answer the question with Yes or No.	Yes.
16	Is Chocolate less than Indian Red? Answer the question with Yes or No.	No.
17	Is Chocolate greater than Indian Red? Answer the question with Yes or No.	No.
18	Does Dark Slate intersect Chocolate? Answer the question with Yes or No.	No.
19	What is the title of the chart?	title
20	What are the labels for the x and y axes?	xaxis_label and yaxis_label
21	What type of chart is displayed?	Scatter plot
22	Does the chart contain a grid?	Yes