Document Understanding Benchmark

CharXiv (RQ)

CharXiv (RQ) - reasoning questions over arXiv figures and tables.

Category

Document Understanding

Score type

percent

Scale

100%

higher is better

Models tested

20

What is CharXiv (RQ)?

CharXiv (RQ) is a benchmark for reading and parsing real documents. The official description says: "CharXiv (RQ) - reasoning questions over arXiv figures and tables". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

CharXiv (RQ) 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 (RQ) - reasoning questions over arXiv figures and tables.

Frequently asked questions

What is the CharXiv (RQ) benchmark?

CharXiv (RQ) is a benchmark for reading and parsing real documents. The official description says: 'CharXiv (RQ) - reasoning questions over arXiv figures and tables'. Below we describe in simple words what benchmarks of this type generally examine.

What does CharXiv (RQ) test?

CharXiv (RQ) 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 (RQ) 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 (RQ) 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-rq/scores) or pull it directly from the Open LLM Radar API with any HTTP client.

Model scores 20 models tested

Reset
# Model Score Date Source Verified
1 Kimi K3
Moonshot AI
91.3%
18.08.2026 Report Verified
2 Kimi K3.1 Pro
Moonshot AI
89%
07.11.2026 Report Verified
3 Qwen3.8-Flash-Next
Qwen Team (Alibaba)
84.6%
26.08.2026 Report Verified
4 Qwen3.8-27B
Qwen Team (Alibaba Cloud)
83.7%
18.08.2026 Report Verified
5 MiniMax-M3.1-Flash
MiniMaxAI
82.5%
19.10.2026 Report Verified
6 Kimi K2.6
Moonshot AI
80.4%
23.08.2026 Report Verified
7 Qwen3.5-27B
Qwen Team (Alibaba Cloud)
79.5%
16.04.2026 Qwen Team (official model card - comparison) Unverified
8 Muse-Glimmer-30B
Meta Superintelligence Lab
78.8%
01.08.2026 Meta Superintelligence Lab (official model card) Verified
9 Qwen3.6-27B
Qwen Team (Alibaba Cloud)
78.4%
22.04.2026 Qwen Team (official model card) Verified
10 Qwen3.6-35B-A3B
Qwen Team (Alibaba Cloud)
78%
16.04.2026 Qwen Team (official model card) Verified
11 Qwen3.5-35B-A3B
Qwen Team (Alibaba Cloud)
77.5%
16.04.2026 Qwen Team (official model card - comparison) Unverified
12 Kimi K2.5
Moonshot AI
77.5%
23.08.2026 Report Verified
13 Qwen3.5-122B-A10B
Qwen Team (Alibaba Cloud)
77.2%
01.02.2026 Report Verified
14 DeepSeek-V4.1-Flash-1017
DeepSeek
77%
07.11.2026 Kimi K3.1 Pro model card comparison column (max effort) https://huggingface.co/moonshotai/Kimi-K3.1-Pro Unverified
15 Qwen3.5-4B
Qwen
70.8%
01.02.2026 Report Verified
16 LFM3-VL-2B
LiquidAI
70.2%
— Report Verified
17 Gemma4-26B-A4B
Google
69%
16.04.2026 Qwen Team (official model card - comparison) Unverified
18 DeepSeek-V4.1-Flash
DeepSeek
69%
19.10.2026 Report Unverified
19 Gemma4-31B-it
Google
67.9%
16.04.2026 Qwen Team (official model card - comparison) Unverified
20 Qwen3-235B-A22B
Qwen Team (Alibaba Cloud)
66.1%
01.02.2026 Report Unverified

What now?

You've seen how models score on CharXiv (RQ) — here's what to do next.