README.md

metadata

license: mit
task_categories:
  - visual-question-answering
  - image-to-text
language:
  - en
tags:
  - vision-language-model
  - benchmark
  - causal-reasoning
  - scientific-visualization
  - multimodal
pretty_name: VeriRender
size_categories:
  - n<1K
dataset_info:
  features:
    - name: sample_id
      dtype: string
    - name: split
      dtype: string
    - name: domain
      dtype: string
    - name: family
      dtype: string
    - name: clean_image
      dtype: image
    - name: corrupted_image
      dtype: image
    - name: eval_image
      dtype: image
    - name: perturbation_type
      dtype: string
    - name: perturbation_description
      dtype: string
    - name: prompt
      dtype: string
    - name: generator_content
      dtype: string
    - name: generator_type
      dtype: string
    - name: seed
      dtype: int64
configs:
  - config_name: default
    data_files:
      - split: inconsistent
        path: manifest_inconsistent.parquet
      - split: consistent
        path: manifest_consistent.parquet

VeriRender Benchmark Dataset

Causal consistency verification samples for Vision-Language Models.

Layout

manifest.jsonl          ← canonical index (one row per sample)
benchmark.yaml          ← config used to generate this release
inconsistent/{domain}/{sample_id}/   ← corrupted evaluation samples
consistent/{domain}/{sample_id}/     ← negative controls (clean images)

Splits

Split	Description	Eval image
inconsistent	Symbolic spec is correct; image has a perturbation	corrupted.png
consistent	Symbolic spec matches the clean image	clean.png

Sample folder

Each sample contains:

• spec.py / spec.tex / spec.txt — symbolic generator (unchanged for inconsistent samples)
• clean.png — faithful rendering
• corrupted.png — perturbed rendering (inconsistent only)
• prompt.md — VLM evaluation prompt
• metadata.json — full provenance

Loading

import json
from pathlib import Path

root = Path(".")
rows = [json.loads(line) for line in (root / "manifest.jsonl").open()]

Or rebuild the manifest after edits:

python scripts/build_manifest.py