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README.md
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- name: subset
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dtype: string
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- name: category
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dtype: string
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- name: subtask
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dtype: string
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- name: task_kind
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dtype: string
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- name: prompt
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dtype: string
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- name: turn_prompts
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list: string
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- name: num_turns
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dtype: int32
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- name: source_image_relpath
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dtype: string
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- name: source_image
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dtype: image
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- name: reference_image_relpath
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dtype: string
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- name: reference_image
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dtype: image
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- name: reference
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dtype: string
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- name: reference_txt
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dtype: string
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- name: reference_old
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dtype: string
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- name: problem
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dtype: string
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- name: consistency_free
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dtype: bool
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- name: reasoning_img
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dtype: bool
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- name: reasoning_img_op
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dtype: bool
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- name: reasoning_wo_ins
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dtype: bool
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- name: eval_protocol
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dtype: string
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- name: source_repo
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dtype: string
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- name: source_metadata_file
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dtype: string
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- name: source_archive_member
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dtype: string
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- name: reference_archive_member
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dtype: string
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splits:
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- name: test
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num_bytes: 283887033
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num_examples: 360
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download_size: 283797322
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dataset_size: 283887033
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configs:
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- config_name: default
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data_files:
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- split: test
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path: data/test-*
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---
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license: apache-2.0
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task_categories:
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- image-to-image
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pretty_name: RISEBench
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size_categories:
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- n<1K
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---
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# RISEBench
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This is a normalized Hugging Face version of the official RISEBench benchmark data, prepared for direct benchmark consumption in `T2I-Eval`.
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## Source
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- Official dataset repo: `PhoenixZ/RISEBench`
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- Official code repo: `VisionXLab/RISEBench`
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- Source artifacts used here:
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- `datav2_total_w_subtask.json`
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- `data.zip`
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## What is included
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This repo contains the official full benchmark input images and metadata reorganized into one `test` split with a stable schema.
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Category counts:
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- `temporal_reasoning`: 85 rows
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- `causal_reasoning`: 90 rows
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- `spatial_reasoning`: 100 rows
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- `logical_reasoning`: 85 rows
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Total rows: `360`
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## Normalization choices
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- Unified the benchmark into a single `test` split.
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- Stored benchmark routing fields as `suite=risebench` and `subset=<category>`.
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- Preserved the official benchmark id in `sample_id`.
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- Stored source images in `source_image` as Hugging Face `Image` features.
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- Stored optional reference images in `reference_image` when provided by the official data.
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- Preserved the official instruction as both `prompt` and `turn_prompts=[prompt]` for compatibility with the shared image-edit runtime.
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- Preserved official evaluation hints such as `consistency_free`, `reasoning_img`, `reasoning_wo_ins`, and `subtask`.
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## Schema
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Main columns:
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- `sample_id`: official benchmark sample id
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- `suite`: constant `risebench`
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- `subset`: category token used for output grouping
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- `category`: reasoning category
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- `subtask`: official fine-grained task label
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- `task_kind`: constant `single_turn`
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- `prompt`: edit instruction
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- `turn_prompts`: list containing the prompt
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- `num_turns`: always `1`
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- `source_image_relpath`: original relative source path
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- `source_image`: source image
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- `reference_image_relpath`: optional relative reference image path
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- `reference_image`: optional reference image
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- `reference`: official reference description text
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- `reference_txt`: optional official text answer for logical tasks
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- `reference_old`: optional legacy reference description
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- `problem`: optional official problem marker
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- `consistency_free`: whether appearance-consistency scoring is skipped
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- `reasoning_img`: whether the official reasoning judge uses an additional image input
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- `reasoning_img_op`: optional official flag preserved from source
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- `reasoning_wo_ins`: whether the official logical judge omits the instruction
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- `eval_protocol`: normalized evaluation protocol label
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- `source_repo`: upstream dataset repo id
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- `source_metadata_file`: upstream metadata filename
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- `source_archive_member`: original member path inside `data.zip`
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- `reference_archive_member`: original reference-image member path inside `data.zip`
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## Usage
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```python
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from datasets import load_dataset
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ds = load_dataset("Jialuo21/RISEBench", split="test")
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print(ds[0]["sample_id"], ds[0]["category"], ds[0]["prompt"])
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```
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Example access pattern:
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```python
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row = ds[0]
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source = row["source_image"]
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reference = row["reference_image"]
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```
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