Document Understanding Benchmark

ParseBench Text Formatting

ParseBench Text Formatting - text formatting fidelity in document parsing.

Category

Document Understanding

Score type

percent

Scale

100%

higher is better

Models tested

3

What is ParseBench Text Formatting?

ParseBench Text Formatting is a benchmark for reading and parsing real documents. The official description says: "ParseBench Text Formatting - text formatting fidelity in document parsing". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

ParseBench Text Formatting measures reading and parsing real documents. In detail, it checks:

  • extracting structured text from scans, PDFs and photos
  • keeping tables, headings and reading order intact
  • answering comprehension questions about the document content
  • handling noisy layouts, handwriting and multi-page documents

How to read the score

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: ParseBench Text Formatting - text formatting fidelity in document parsing.

Frequently asked questions

What is the ParseBench Text Formatting benchmark?

ParseBench Text Formatting is a benchmark for reading and parsing real documents. The official description says: 'ParseBench Text Formatting - text formatting fidelity in document parsing'. Below we describe in simple words what benchmarks of this type generally examine.

What does ParseBench Text Formatting test?

ParseBench Text Formatting mainly measures reading and parsing real documents. Concretely, it checks: extracting structured text from scans, PDFs and photos; keeping tables, headings and reading order intact; answering comprehension questions about the document content.

How is the ParseBench Text Formatting score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better. The declared maximum score of this benchmark is 100.0.

Where do I get ParseBench Text Formatting data and scores?

The official source is https://huggingface.co/datasets/llamaindex/ParseBench. The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/parsebench-text-formatting/scores) or pull it directly from the Open LLM Radar API with any HTTP client.

Model scores 3 models tested

Reset
# Model Score Date Source Verified
1 Gemma4-31B-it
Google
69.3%
02.07.2026 Report Unverified
2 Qwen3.6-35B-A3B
Qwen Team (Alibaba Cloud)
58.3%
16.04.2026 LlamaIndex (community eval - HF discussions) Unverified
3 Qwen3.5-4B
Qwen
57.8%
01.02.2026 Report Verified

What now?

You've seen how models score on ParseBench Text Formatting — here's what to do next.