mapqa_cleaned

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

images	47,750
QA turns	731,114
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 is 6 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 — 18 turns on one image

#	question	answer
1	What is the value of Maryland? Answer briefly.	244-252.
2	What is the value of Kansas? Quick response, please.	256-305.
3	Is the legend a continuous bar? Write a very short answer.	No.
4	Name the states that have a value in the range 315-477? Answer briefly.	Vermont, New York, New Jersey, Ohio, Indiana, Tennessee, Wisconsin, Nebraska, South Dakota, Colorado, California, Washington, Hawaii.
5	Which states have the highest value in the USA? Quick response, please.	Vermont, New York, New Jersey, Ohio, Indiana, Tennessee, Wisconsin, Nebraska, South Dakota, Colorado, California, Washington, Hawaii.
6	Does Tennessee have the highest value in the South? Give a very brief answer.	Yes.
7	Which states have the lowest value in the USA? Short answer required.	Maine, New Hampshire, Connecticut, Maryland, North Carolina, South Carolina, West Virginia, Florida, Michigan, Kentucky, Alabama, Illinois, Mississippi, Louisiana, Minnesota, Iowa, Texas, North Dakota, Wyoming, New Mexico, Utah, Arizona, Nevada, Oregon, Alaska, Delaware, Rhode Island.
8	What is the lowest value in the USA? Quick response, please.	244-252.
9	What is the value of Arkansas? Answer briefly.	256-305.
10	Name the states that have a value in the range 244-252? Keep it brief.	Maine, New Hampshire, Connecticut, Maryland, North Carolina, South Carolina, West Virginia, Florida, Michigan, Kentucky, Alabama, Illinois, Mississippi, Louisiana, Minnesota, Iowa, Texas, North Dakota, Wyoming, New Mexico, Utah, Arizona, Nevada, Oregon, Alaska, Delaware, Rhode Island.
11	Is the legend a continuous bar? Answer briefly.	No.
12	Name the states that have a value in the range 244-252? Quick response, please.	Maine, New Hampshire, Connecticut, Maryland, North Carolina, South Carolina, West Virginia, Florida, Michigan, Kentucky, Alabama, Illinois, Mississippi, Louisiana, Minnesota, Iowa, Texas, North Dakota, Wyoming, New Mexico, Utah, Arizona, Nevada, Oregon, Alaska, Delaware, Rhode Island.
13	Which states have the highest value in the USA? Be succinct.	Vermont, New York, New Jersey, Ohio, Indiana, Tennessee, Wisconsin, Nebraska, South Dakota, Colorado, California, Washington, Hawaii.
14	Does the first symbol in the legend represent the smallest category? Quick response, please.	No.
15	What is the value of Minnesota? Concise answer only.	244-252.
16	What is the title of the map?	The Number of women in the USA
17	Which states have a value in the range 256-305?	Montana, Idaho, Kansas, Oklahoma, Missouri, Arkansas, Pennsylvania, Virginia, Georgia, Massachusetts.
18	What are the three numerical ranges listed in the legend?	315-477, 256-305, 244-252

Example 2 — 18 turns on one image

#	question	answer
1	Which states hav the highest value in the Northeast? Short answer required.	Connecticut.
2	Which states have the lowest value in the USA? Be succinct.	Maine, Massachusetts, Rhode Island, New York, New Jersey, Delaware, Maryland, Pennsylvania, North Carolina, West Virginia, Ohio, Florida, Indiana, Alabama, Tennessee, Illinois, Mississippi, Louisiana, Missouri, Arkansas, Minnesota, Nebraska, Texas, Colorado, New Mexico, Arizona, Nevada, California, Hawaii.
3	Name the states that have a value in the range 6.1%-6.3%? Quick response, please.	New Hampshire, Vermont, Georgia, Kentucky, Wisconsin, Oklahoma, Wyoming, Washington, Kansas.
4	What is the value of Louisiana? Be succinct.	5.8%-6.0%.
5	What is the lowest value in the USA? Short answer required.	5.8%-6.0%.
6	Is the legend a continuous bar? Short answer required.	No.
7	Which states have the lowest value in the USA? Keep it brief.	Maine, Massachusetts, Rhode Island, New York, New Jersey, Delaware, Maryland, Pennsylvania, North Carolina, West Virginia, Ohio, Florida, Indiana, Alabama, Tennessee, Illinois, Mississippi, Louisiana, Missouri, Arkansas, Minnesota, Nebraska, Texas, Colorado, New Mexico, Arizona, Nevada, California, Hawaii.
8	What is the value of New York? Answer briefly.	5.8%-6.0%.
9	Which states have the highest value in the USA? Short answer required.	Connecticut.
10	What is the lowest value in the MidWest? Be succinct.	5.8%-6.0%.
11	What is the lowest value in the USA? Write a very short answer.	5.8%-6.0%.
12	What is the value of Hawaii? Concise answer only.	5.8%-6.0%.
13	Does West Virginia have the lowest value in the USA? Give a very brief answer.	Yes.
14	Name the states that have a value in the range 6.4%-6.6%? Write a very short answer.	North Dakota, Idaho, Alaska.
15	What is the highest value in the South ? Concise answer only.	6.1%-6.3%.
16	What is the title of the map?	The Percentage of textiles in the USA.
17	Which states are marked as N/A?	Montana, South Dakota, Iowa, Michigan, Virginia, South Carolina, Utah, Oregon.
18	Which state has the highest value in the USA?	Connecticut.

Example 3 — 18 turns on one image

#	question	answer
1	Among the states that border Kentucky , does West Virginia have the lowest value? Answer briefly.	Yes.
2	Name the states that have a value in the range 169,500-889,300? Quick response, please.	Alaska, Arkansas, Delaware, Hawaii, Idaho, Iowa, Kansas, Maine, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Dakota, Rhode Island, South Dakota, Utah, Vermont, West Virginia, Wyoming.
3	Which states have the lowest value in the USA? Quick response, please.	Alaska, Arkansas, Delaware, Hawaii, Idaho, Iowa, Kansas, Maine, Montana, Nebraska, Nevada, New Hampshire, New Mexico, North Dakota, Rhode Island, South Dakota, Utah, Vermont, West Virginia, Wyoming.
4	Is the legend a continuous bar? Write a very short answer.	No.
5	Name the states that have a value in the range 3,947,500-11,642,900? Give a very brief answer.	California, Florida, Illinois, New York, Texas.
6	Which states have the lowest value in the West? Quick response, please.	Alaska, Hawaii, Idaho, Montana, Nevada, New Mexico, Utah, Wyoming.
7	Among the states that border Nevada , which have the highest value? Keep it brief.	California.
8	Which states have the highest value in the USA? Give a very brief answer.	California, Florida, Illinois, New York, Texas.
9	What is the value of Texas? Answer briefly.	3,947,500-11,642,900.
10	What is the value of Wyoming? Keep it brief.	169,500-889,300.
11	Is the legend a continuous bar? Be succinct.	No.
12	What is the lowest value in the USA? Concise answer only.	169,500-889,300.
13	Name the states that have a value in the range 901,700-2,071,300? Give a very brief answer.	Alabama, Arizona, Colorado, Connecticut, Indiana, Kentucky, Louisiana, Maryland, Massachusetts, Minnesota, Mississippi, Missouri, Oklahoma, Oregon, South Carolina, Tennessee, Wisconsin.
14	What is the value of Virginia? Give a very brief answer.	2,122,400-3,848,100.
15	Name the states that have a value in the range 901,700-2,071,300? Answer briefly.	Alabama, Arizona, Colorado, Connecticut, Indiana, Kentucky, Louisiana, Maryland, Massachusetts, Minnesota, Mississippi, Missouri, Oklahoma, Oregon, South Carolina, Tennessee, Wisconsin.
16	What is the full title of the map?	Health Insurance Coverage of Women 19-64: Total, 2012
17	What is the source of the data cited at the bottom?	Kaiser Family Foundation's State Health Facts.
18	Name the states that have a value in the range 2,122,400-3,848,100?	Georgia, Michigan, New Jersey, North Carolina, Ohio, Pennsylvania, Virginia, Washington.

Example 4 — 16 turns on one image

#	question	answer
1	What is the highest value in the USA? Be succinct.	2,258,800-6,781,300.
2	Name the states that have a value in the range 1,256,400-1,863,200? Quick response, please.	Georgia, Illinois, North Carolina, Ohio, Pennsylvania.
3	Which states hav the highest value in the Northeast? Concise answer only.	New York.
4	Name the states that have a value in the range 44,500-519,100? Be succinct.	Alaska, Arkansas, Connecticut, Delaware, Hawaii, Idaho, Iowa, Kansas, Maine, Massachusetts, Minnesota, Mississippi, Montana, Nebraska, New Hampshire, New Mexico, North Dakota, Rhode Island, South Dakota, Utah, Vermont, West Virginia, Wyoming.
5	Does Connecticut have the highest value in the Northeast? Write a very short answer.	No.
6	What is the value of Rhode Island? Concise answer only.	44,500-519,100.
7	What is the highest value in states that border Washington? Quick response, please.	530,500-1,201,600.
8	What is the value of Connecticut? Answer briefly.	44,500-519,100.
9	What is the value of Ohio? Keep it brief.	1,256,400-1,863,200.
10	Which states have the lowest value in the USA? Concise answer only.	Alaska, Arkansas, Connecticut, Delaware, Hawaii, Idaho, Iowa, Kansas, Maine, Massachusetts, Minnesota, Mississippi, Montana, Nebraska, New Hampshire, New Mexico, North Dakota, Rhode Island, South Dakota, Utah, Vermont, West Virginia, Wyoming.
11	Name the states that have a value in the range 530,500-1,201,600? Write a very short answer.	Alabama, Arizona, Colorado, Indiana, Kentucky, Louisiana, Maryland, Michigan, Missouri, Nevada, New Jersey, Oklahoma, Oregon, South Carolina, Tennessee, Virginia, Washington, Wisconsin.
12	Does Oregon have the same value as Texas? Keep it brief.	No.
13	Among the states that border North Dakota , which have the lowest value? Concise answer only.	Minnesota, Montana, South Dakota.
14	Which states have the highest value in the USA? Write a very short answer.	California, Florida, New York, Texas.
15	What is the full title of the map?	Uninsured Rates for the Nonelderly by Age: Total, 2010
16	What is the source of the data cited at the bottom?	Kaiser Family Foundation's State Health Facts

Example 5 — 18 turns on one image

#	question	answer
1	Does Iowa have the highest value in the MidWest? Be succinct.	No.
2	Name the states that have a value in the range 47,900-383,400? Give a very brief answer.	Alaska, Delaware, Hawaii, Idaho, Iowa, Kansas, Maine, Montana, Nebraska, New Hampshire, North Dakota, Rhode Island, South Dakota, Utah, Vermont, West Virginia, Wyoming.
3	Name the states that have a value in the range 1,996,000-7,978,900? Answer briefly.	California, Florida, Illinois, New York, Texas.
4	Name the states that have a value in the range 979,100-1,857,900? Concise answer only.	Arizona, Georgia, Louisiana, Massachusetts, Michigan, New Jersey, North Carolina, Ohio, Pennsylvania, Washington.
5	Name the states that have a value in the range 432,700-966,900? Short answer required.	Alabama, Arkansas, Colorado, Connecticut, Indiana, Kentucky, Maryland, Minnesota, Mississippi, Missouri, Nevada, New Mexico, Oklahoma, Oregon, South Carolina, Tennessee, Virginia, Wisconsin.
6	Does Nevada have the same value as Michigan? Quick response, please.	No.
7	What is the highest value in the USA? Short answer required.	1,996,000-7,978,900.
8	Does Wisconsin have the highest value in the USA? Keep it brief.	No.
9	What is the value of Louisiana? Write a very short answer.	979,100-1,857,900.
10	Name the states that have a value in the range 1,996,000-7,978,900? Keep it brief.	California, Florida, Illinois, New York, Texas.
11	Among the states that border New Hampshire , which have the highest value? Short answer required.	Massachusetts.
12	Name the states that have a value in the range 1,996,000-7,978,900? Concise answer only.	California, Florida, Illinois, New York, Texas.
13	What is the value of Georgia? Give a very brief answer.	979,100-1,857,900.
14	Does the first symbol in the legend represent the smallest category? Concise answer only.	Yes.
15	Is the legend a continuous bar? Concise answer only.	No.
16	What is the full title of the map?	Health Insurance Coverage of the Total Population, Multiple Sources of Coverage: Medicaid Only, 2017
17	What is the source of the data cited at the bottom of the image?	Kaiser Family Foundation's State Health Facts.
18	What is the value range for the District of Columbia (DC)?	47,900 - 383,400

Example 6 — 15 turns on one image

#	question	answer
1	What is the value of Arkansas? Give a very brief answer.	N/A.
2	What is the lowest value in states that border Nebraska? Keep it brief.	4,786.
3	Is the legend a continuous bar? Keep it brief.	No.
4	Name the states that have a value in the range 1,019-4,621? Write a very short answer.	New York, Utah.
5	Does the first symbol in the legend represent the smallest category? Short answer required.	Yes.
6	Name the states that have a value in the range 626-905? Keep it brief.	Oregon, Pennsylvania.
7	What is the lowest value in the USA? Quick response, please.	626-905.
8	Name the states that have a value in the range 8,337-46,957? Write a very short answer.	Idaho, North Carolina, South Carolina.
9	Name the states that have a value in the range 4,786? Quick response, please.	Colorado.
10	Name the states that have a value in the range 8,337-46,957? Answer briefly.	Idaho, North Carolina, South Carolina.
11	What is the lowest value in states that border Colorado? Keep it brief.	1,019-4,621.
12	What is the full title of the map?	Dual Eligible Enrollment in Medicaid Managed Care, by Plan Type: PCCM, 2009
13	What is the source of the data cited at the bottom?	Kaiser Family Foundation's State Health Facts.
14	Which states are listed in the vertical box on the right side of the map?	VT, NH, MA, RI, CT, NJ, DE, MD, DC
15	What specific plan type is indicated in the title?	PCCM

Example 7 — 19 turns on one image

#	question	answer
1	Does Nevada have the highest value in the West? Concise answer only.	Yes.
2	Among the states that border Kansas , which have the highest value? Concise answer only.	Nebraska, Colorado.
3	Does Missouri have the highest value in the USA? Concise answer only.	No.
4	Does Pennsylvania have the lowest value in the Northeast? Write a very short answer.	Yes.
5	What is the value of New York? Short answer required.	722336-801598.
6	Which states have the lowest value in the USA? Be succinct.	Wisconsin, Mississippi, Iowa, Oklahoma, Washington.
7	What is the value of Oklahoma? Short answer required.	541643-625107.
8	What is the value of Nebraska? Give a very brief answer.	812555-895281.
9	What is the value of Nebraska? Be succinct.	812555-895281.
10	Which states have the highest value in the USA? Short answer required.	Maine, Massachusetts, New Hampshire, Connecticut, Delaware, Maryland, Virginia, South Carolina, West Virginia, Ohio, Georgia, Michigan, Indiana, Tennessee, Arkansas, Kentucky, Nebraska, Texas, North Dakota, Wyoming, Colorado, Montana, Idaho, Nevada, California, Oregon.
11	Among the states that border North Dakota , does South Dakota have the lowest value? Keep it brief.	Yes.
12	What is the value of Florida? Quick response, please.	651389-714464.
13	Among the states that border Georgia , which have the lowest value? Answer briefly.	Florida.
14	What is the value of West Virginia? Be succinct.	812555-895281.
15	What is the value of Indiana? Keep it brief.	812555-895281.
16	What is the title of the map?	The Number of universities in the USA
17	What are the four numerical ranges listed in the legend from lowest to highest?	541643-625107, 651389-714464, 722336-801598, 812555-895281
18	What is the value range for Alaska?	651389-714464
19	What is the value range for Hawaii?	722336-801598

Example 8 — 19 turns on one image

#	question	answer
1	What is the value of Tennessee? Short answer required.	85.9%-88.6%.
2	Name the states that have a value in the range 89.1%-91.6%? Write a very short answer.	Rhode Island, Vermont, Connecticut, Delaware, West Virginia, Nebraska, Utah, Montana, Arizona, Idaho, Oregon.
3	What is the value of Connecticut? Answer briefly.	89.1%-91.6%.
4	What is the lowest value in states that border Arizona? Give a very brief answer.	79.8%-82.7%.
5	Name the states that have a value in the range 82.9%-85.3%? Be succinct.	Virginia, North Carolina, Kentucky, Mississippi, Iowa, Kansas, Oklahoma, South Dakota, North Dakota, New Mexico, Alaska.
6	Among the states that border Georgia , which have the highest value? Answer briefly.	Florida, Tennessee
7	Does the first symbol in the legend represent the smallest category? Quick response, please.	Yes.
8	What is the highest value in the South ? Quick response, please.	89.1%-91.6%.
9	What is the value of Delaware? Concise answer only.	89.1%-91.6%.
10	Does Tennessee have a higher value than Minnesota? Give a very brief answer.	No.
11	Name the states that have a value in the range 82.9%-85.3%? Write a very short answer.	Virginia, North Carolina, Kentucky, Mississippi, Iowa, Kansas, Oklahoma, South Dakota, North Dakota, New Mexico, Alaska.
12	Does the map have missing data? Keep it brief.	No.
13	What is the value of Delaware? Write a very short answer.	89.1%-91.6%.
14	What is the highest value in the USA? Keep it brief.	89.1%-91.6%.
15	Which states have the highest value in the USA? Be succinct.	Rhode Island, Vermont, Connecticut, Delaware, West Virginia, Nebraska, Utah, Montana, Arizona, Idaho, Oregon.
16	What is the title of the map?	The Percentage of policies in the USA
17	What is the value range for California?	79.8%-82.7%
18	What is the value range for New York?	85.9%-88.6%
19	What is the value range for Michigan?	85.9%-88.6%

Example 9 — 8 turns on one image

#	question	answer
1	Does New Mexico have the highest value in the West? Quick response, please.	No.
2	Does the map have missing data? Give a very brief answer.	No.
3	Which states hav the highest value in the Northeast? Write a very short answer.	New York.
4	Which states have the lowest value in the USA? Quick response, please.	Wyoming, North Dakota, South Dakota, Montana, Nevada, Alaska, Hawaii
5	Does Minnesota have the lowest value in the MidWest? Keep it brief.	No.
6	What is the title of the map?	Health Insurance Coverage of Women 19-64 | KFF
7	Which state has the highest value on the map?	California
8	What is the maximum value shown on the legend?	6M

Example 10 — 11 turns on one image

#	question	answer
1	Which states have the highest value in the USA? Give a very brief answer.	Massachusetts, Connecticut, and New York.
2	Does Michigan have the highest value in the MidWest? Short answer required.	No.
3	Does Florida have the lowest value in the USA? Concise answer only.	No.
4	Does New York have the highest value in the Northeast? Be succinct.	No.
5	Does North Dakota have a higher value than Illinois? Short answer required.	No.
6	Does Iowa have the highest value in the USA? Be succinct.	No.
7	Which states hav the highest value in the West? Quick response, please.	New Mexico and Arizona.
8	What is the full title of the map?	Average Annual Single Premium per Enrolled Employee For Employer-Based Health
9	What is the range of values shown on the legend?	800 to 1800
10	What text labels the color scale on the right?	Value
11	Which state in the Pacific Northwest appears to have the lowest value?	Washington