README.md

---
license: apache-2.0
task_categories:
- visual-question-answering
tags:
- visual-reasoning
- multimodal
- latent-reasoning
configs:
- config_name: scene_graph
  data_files:
  - split: train
    path: data/scene_graph/*.parquet
- config_name: edge
  data_files:
  - split: train
    path: data/edge/*.parquet
- config_name: depth
  data_files:
  - split: train
    path: data/depth/*.parquet
- config_name: segmentation
  data_files:
  - split: train
    path: data/segmentation/*.parquet
- config_name: bbox_highlight
  data_files:
  - split: train
    path: data/bbox_highlight/*.parquet
- config_name: bbox_crop
  data_files:
  - split: train
    path: data/bbox_crop/*.parquet
- config_name: text_cot
  data_files:
  - split: train
    path: data/text_cot/*.parquet
- config_name: helper_interleaved
  data_files:
  - split: train
    path: data/helper_interleaved/*.parquet
dataset_info:
- config_name: scene_graph
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 3522
- config_name: edge
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 1394
- config_name: depth
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 537
- config_name: segmentation
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 1328
- config_name: bbox_highlight
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 15186
- config_name: bbox_crop
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 15260
- config_name: text_cot
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 27158
- config_name: helper_interleaved
  features:
  - name: sample_id
    dtype: string
  - name: category
    dtype: string
  - name: source_dataset
    dtype: string
  - name: question
    dtype: string
  - name: answer
    dtype: string
  - name: input_image
    dtype: image
  - name: intermediate_image_1
    dtype: image
  - name: intermediate_image_2
    dtype: image
  - name: intermediate_image_3
    dtype: image
  - name: num_intermediate_steps
    dtype: int64
  - name: messages_json
    dtype: string
  splits:
  - name: train
    num_examples: 37566
---

# ULVR-filtered

Filtered subset of [RuoliuYang/ULVR_v2_clean](https://huggingface.co/datasets/RuoliuYang/ULVR_v2_clean): the **101,951** training samples that **Qwen2.5-VL-7B-Instruct** answered **incorrectly given only `input_image`, but correctly once the `intermediate_image_*` were also provided** (judged by Qwen3-VL-32B-Instruct). Same schema / subsets / train-split structure as the source.

| subset | rows |
|---|---|
| scene_graph | 3522 |
| edge | 1394 |
| depth | 537 |
| segmentation | 1328 |
| bbox_highlight | 15186 |
| bbox_crop | 15260 |
| text_cot | 27158 |
| helper_interleaved | 37566 |
| **total** | **101951** |