# Chart Understanding on CharXiv RQ

Source: [Chart Understanding on CharXiv RQ](<https://www.sota2.com/research/sota/chart-understanding-on-charxiv-rq>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-07-07T10:24:07.101Z

Evaluation of model performance on the CharXiv RQ dataset for Chart Understanding tasks, measured using the Pass@1 metric.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Chart Understanding |
| Dataset (including any stated split) | CharXiv RQ |
| Metric | Pass@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Pass@1](<https://www.sota2.com/research/sota/chart-understanding-on-charxiv-rq.md?metric=Pass%401>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/chart-understanding-on-charxiv-rq.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Pass@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Kimi K2.5 + ETCHR | 77.9 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Kimi K2.5 | 77.1 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Gemini-3.1-Flash-Lite + ETCHR | 70.8 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Gemini-3.1-Flash-Lite | 68.6 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Qwen3-VL-8B + ETCHR | 49.7 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| DeepEyesV2 | 48.9 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Qwen3-VL-8B | 47.9 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Thyme | 45.3 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| Bagel-Zebra-CoT | 37.4 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |
| ThinkMorph-7B | 28.1 | Not recorded | 6a13d7af6f71c5ae7dc9eadd |

### Kimi K2.5 + ETCHR

Pass@1: 77.9. Result ID: 6a141325fbc373592c0b857b.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Implementation](<https://github.com/InternLM/ETCHR>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Kimi K2.5

Pass@1: 77.1. Result ID: 6a141325fbc373592c0b857a.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181b4a8b01e76cc8e2812.md>)

[Implementation](<https://github.com/MoonshotAI/Kimi-K2.5>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Gemini-3.1-Flash-Lite + ETCHR

Pass@1: 70.8. Result ID: 6a141325fbc373592c0b8579.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Implementation](<https://github.com/InternLM/ETCHR>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Gemini-3.1-Flash-Lite

Pass@1: 68.6. Result ID: 6a141325fbc373592c0b8578.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Qwen3-VL-8B + ETCHR

Pass@1: 49.7. Result ID: 6a141325fbc373592c0b8577.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Implementation](<https://github.com/InternLM/ETCHR>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### DeepEyesV2

Pass@1: 48.9. Result ID: 6a141325fbc373592c0b8572.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691171652828b7cc6937d492.md>)

[Implementation](<https://github.com/Visual-Agent/DeepEyes>)

Recorded evaluation configuration: {"Temperature":"0","Max tool invocations":"10"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

Pass@1: 47.9. Result ID: 6a141325fbc373592c0b8576.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Temperature":"0"}. This record does not assert independent reproduction.

### Thyme

Pass@1: 45.3. Result ID: 6a141325fbc373592c0b8573.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa21e209131cea84434.md>)

Recorded evaluation configuration: {"Temperature":"0","Max tool invocations":"10"}. This record does not assert independent reproduction.

### Bagel-Zebra-CoT

Pass@1: 37.4. Result ID: 6a141325fbc373592c0b8574.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c021e209131cea8bd87.md>)

Recorded evaluation configuration: {"Temperature":"0","Max image generations":"10"}. This record does not assert independent reproduction.

### ThinkMorph-7B

Pass@1: 28.1. Result ID: 6a141325fbc373592c0b8575.

[Reporting paper](<https://www.sota2.com/research/paper/6a13d7af6f71c5ae7dc9eadd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690836e23ef7ccd74e5e526c.md>)

[Implementation](<https://github.com/ThinkMorph/ThinkMorph>)

Recorded evaluation configuration: {"Temperature":"0","Max image generations":"10"}. This record does not assert independent reproduction.

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