indoor_qa_cleaned

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

images	3,317
QA turns	16,288
answers rewritten by the cleaning pass	456
QA created by the cleaning pass (new_qa)	12,971 (79.6%)
shards	2

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.

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 — 5 turns on one image

#	question	answer
1	Can you identify the indoor environment depicted in this photograph?	This is a library.
2	What color are the armchairs visible in the seating area?	Blue.
3	Describe the large light fixture hanging from the ceiling.	It is a large, modern, oval-shaped fixture with multiple horizontal light bars.
4	What is the pattern on the carpet?	A swirly, abstract pattern in grey, white, and blue tones.
5	What is the shape and material of the shelving unit in the immediate foreground?	It is a curved unit made of light-colored wood.

Example 2 — 5 turns on one image

#	question	answer
1	What kind of room or indoor space is visible in this image?	This is a deli.
2	What is contained in the wicker basket in the immediate foreground?	Assorted packaged snacks, such as chips and candy bars.
3	What is the woman standing in front of the counter wearing?	A purple long-sleeved top.
4	What appliance with a screen is visible on the counter in the background left?	A microwave oven.
5	Describe the ceiling structure visible in the image.	It features wooden beams and recessed lighting.

Example 3 — 6 turns on one image

#	question	answer
1	What kind of room or indoor space is visible in this image?	This is a waitingroom.
2	What type of wall hanging is visible on the left wall?	A tapestry with a red border and a green center featuring a geometric pattern.
3	Describe the chairs located in the middle ground of the room.	They are blue upholstered armchairs with light-colored wooden armrests.
4	What items are sitting on the small wooden table between the chairs?	A lamp with a pleated shade and a small blue pamphlet or card standing upright.
5	What is hanging on the wall to the right?	A framed picture with a brown frame and white matting.
6	What is visible in the immediate foreground?	The backs of dark green chairs.

Example 4 — 5 turns on one image

#	question	answer
1	Please describe the indoor setting shown in this picture.	This is a kindergarden.
2	What specific time-telling device is visible on the wall in the background?	A yellow clock.
3	What type of furniture is primarily used for storage and display throughout the room?	Low wooden shelves.
4	What items are lined up on the shelf in the lower right foreground?	Blue bottles and books.
5	How is the room illuminated?	Bright sunlight is streaming in from windows on the left and right sides.

Example 5 — 4 turns on one image

#	question	answer
1	What type of indoor scene is shown in this image?	This is a clothingstore.
2	What items are stacked on the table in the immediate foreground?	A stack of books.
3	What distinctive accessories are worn by the mannequins in the center of the shop?	A bright yellow feather boa and a white hat.
4	What small garment is visible in the bottom left corner?	A small dress with a sailor-style collar.

Example 6 — 5 turns on one image

#	question	answer
1	What category of indoor scene does this image represent?	This is a stairscase.
2	How many framed pictures are stacked vertically on the wall section beneath the staircase?	There are four framed pictures stacked vertically.
3	What type of railing system is visible on the staircase?	The staircase features a metal railing with horizontal cable wires and a wooden handrail.
4	What object is placed on the floor near the base of the stairs?	A potted green plant in a silver container is placed near the base of the stairs.
5	Describe the ceiling feature above the staircase.	There is a large, curved wooden ceiling panel or soffit with recessed lighting.

Example 7 — 5 turns on one image

#	question	answer
1	What category of indoor scene does this image represent?	This is a fastfood restaurant.
2	What large decorative elements are prominent in the immediate foreground?	Large floral arrangements featuring pink lilies and purple flowers.
3	What large display is mounted on the wall above the counter?	A multi-panel menu board with illuminated sections showing food items.
4	What electronic device is mounted on the wall to the far right?	A television screen.
5	What furniture is visible at the very bottom of the frame?	Wooden tables and benches.

Example 8 — 5 turns on one image

#	question	answer
1	Please describe the indoor setting shown in this picture.	This is a cloister.
2	What architectural style is suggested by the pointed arches and ribbed vaults?	Gothic
3	What distinct circular feature is visible on the floor in the foreground?	A circular stone inlay or cover
4	What is located at the far end of the corridor?	A wooden door
5	What decorative elements are visible on the upper right pillars?	Carved statues or figures

Example 9 — 3 turns on one image

#	question	answer
1	What kind of room or indoor space is visible in this image?	This is a bookstore.
2	What distinctive shape does the central bookshelf structure resemble?	It resembles a large tree trunk with branches.
3	What are the shelves primarily filled with?	Rows of hardcover books.

Example 10 — 4 turns on one image

#	question	answer
1	What category of indoor scene does this image represent?	This is a concert hall.
2	What musical instruments are visible on the stage?	A saxophone, a double bass, and a drum kit are visible.
3	What text is legible in the image?	The word 'EXIT' is visible on a sign on the right side.
4	What is in the immediate foreground of the image?	Rows of empty chairs facing the stage.