Document Understanding Benchmark

CharXiv (descriptive, val)

CharXiv (descriptive, val) as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): Document/OCR & Chart category, with-thinking column. CharXiv Descriptive Questions (DQ), validation split; inventory only holds the CharXiv (RQ) reasoning subset, so DQ is proposed as new.

Category

Document Understanding

Score type

percent

Scale

100%

higher is better

Models tested

1

What is CharXiv (descriptive, val)?

CharXiv (descriptive, val) is a benchmark for reading and parsing real documents. The official description says: "CharXiv (descriptive, val) as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): Document/OCR & Chart category, with-thinking column". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

CharXiv (descriptive, val) 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: CharXiv (descriptive, val) as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): Document/OCR & Chart category, with-thinking column. CharXiv Descriptive Questions (DQ), validation split; inventory only holds the CharXiv (RQ) reasoning subset, so DQ is proposed as new.

Frequently asked questions

What is the CharXiv (descriptive, val) benchmark?

CharXiv (descriptive, val) is a benchmark for reading and parsing real documents. The official description says: 'CharXiv (descriptive, val) as evaluated on the LFM3-VL-2B card (vision benchmark, with-thinking setting): Document/OCR & Chart category, with-thinking column'. Below we describe in simple words what benchmarks of this type generally examine.

What does CharXiv (descriptive, val) test?

CharXiv (descriptive, val) 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 CharXiv (descriptive, val) 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 CharXiv (descriptive, val) data and scores?

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/charxiv-descriptive-val/scores) or pull it directly from the Open LLM Radar API with any HTTP client.

Model scores 1 model tested

Reset
# Model Score Date Source Verified
1 LFM3-VL-2B
LiquidAI
87.5%
— Report Verified