Document Understanding Benchmark

OfficeQA Pro v2

Newer v2 of OfficeQA Pro; PDF corpus as page images only; online answer retrieval scores zero.

Category

Document Understanding

Score type

percent

Scale

100%

higher is better

Models tested

3

What is OfficeQA Pro v2?

OfficeQA Pro v2 is a benchmark for reading and parsing real documents. The official description says: "Newer v2 of OfficeQA Pro; PDF corpus as page images only; online answer retrieval scores zero". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

OfficeQA Pro v2 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: Newer v2 of OfficeQA Pro; PDF corpus as page images only; online answer retrieval scores zero.

Frequently asked questions

What is the OfficeQA Pro v2 benchmark?

OfficeQA Pro v2 is a benchmark for reading and parsing real documents. The official description says: 'Newer v2 of OfficeQA Pro; PDF corpus as page images only; online answer retrieval scores zero'. Below we describe in simple words what benchmarks of this type generally examine.

What does OfficeQA Pro v2 test?

OfficeQA Pro v2 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 OfficeQA Pro v2 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 OfficeQA Pro v2 data and scores?

The official source is https://huggingface.co/moonshotai/Kimi-K3.1-Pro. 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/officeqa-pro-v2/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 Kimi K3.1 Pro
Moonshot AI
64.4%
07.11.2026 Report Verified
2 DeepSeek-V4.1-Flash-1017
DeepSeek
40.4%
07.11.2026 Kimi K3.1 Pro model card comparison column (max effort) https://huggingface.co/moonshotai/Kimi-K3.1-Pro Unverified
3 GLM-5.3
Zhipu AI
31.1%
07.11.2026 Kimi K3.1 Pro model card comparison column (max effort) https://huggingface.co/moonshotai/Kimi-K3.1-Pro Unverified

What now?

You've seen how models score on OfficeQA Pro v2 — here's what to do next.