# Chart Question Answering on CCBench

Source: [Chart Question Answering on CCBench](<https://www.sota2.com/research/sota/chart-question-answering-on-ccbench>)

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

Data updated: 2026-05-19T07:41:04.819Z

Evaluation of model performance on the CCBench dataset for Chart Question Answering capabilities, measured using Accuracy.

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 Question Answering |
| Dataset (including any stated split) | CCBench |
| Metric | Accuracy |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| InternVL3.5-38B | 77.96 | Not recorded | 6a0bee84dbc836b87d82c339 |
| F3A | 77.57 | Not recorded | 6a0bee84dbc836b87d82c339 |
| F3A | 77.27 | Not recorded | 6a0bee84dbc836b87d82c339 |
| FastV | 77.03 | Not recorded | 6a0bee84dbc836b87d82c339 |
| VisionZip | 76.96 | Not recorded | 6a0bee84dbc836b87d82c339 |
| DivPrune | 76.79 | Not recorded | 6a0bee84dbc836b87d82c339 |
| CDPruner | 76.64 | Not recorded | 6a0bee84dbc836b87d82c339 |
| FastV | 76.32 | Not recorded | 6a0bee84dbc836b87d82c339 |
| DivPrune | 76.32 | Not recorded | 6a0bee84dbc836b87d82c339 |
| CDPruner | 76.24 | Not recorded | 6a0bee84dbc836b87d82c339 |
| VisionZip | 75.69 | Not recorded | 6a0bee84dbc836b87d82c339 |
| F3A | 74.45 | Not recorded | 6a0bee84dbc836b87d82c339 |
| FastV | 74.06 | Not recorded | 6a0bee84dbc836b87d82c339 |
| CDPruner | 73.91 | Not recorded | 6a0bee84dbc836b87d82c339 |
| VisionZip | 73.37 | Not recorded | 6a0bee84dbc836b87d82c339 |
| DivPrune | 73.24 | Not recorded | 6a0bee84dbc836b87d82c339 |

### InternVL3.5-38B

Accuracy: 77.96. Result ID: 6a0c13f2fbc373592c01d195.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71de1e209131cea5370d.md>)

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

Recorded evaluation configuration: {"Ratio":"100%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### F3A

Accuracy: 77.57. Result ID: 6a0c13f2fbc373592c01d19f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### F3A

Accuracy: 77.27. Result ID: 6a0c13f2fbc373592c01d19a.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### FastV

Accuracy: 77.03. Result ID: 6a0c13f2fbc373592c01d197.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ae1e209131cea632b7.md>)

Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### VisionZip

Accuracy: 76.96. Result ID: 6a0c13f2fbc373592c01d199.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Implementation](<https://github.com/dvlab-research/VisionZip>)

Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### DivPrune

Accuracy: 76.79. Result ID: 6a0c13f2fbc373592c01d198.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c41e209131cea7532a.md>)

Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### CDPruner

Accuracy: 76.64. Result ID: 6a0c13f2fbc373592c01d196.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79cc1e209131cea7f6cb.md>)

Recorded evaluation configuration: {"Ratio":"60%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### FastV

Accuracy: 76.32. Result ID: 6a0c13f2fbc373592c01d19c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ae1e209131cea632b7.md>)

Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### DivPrune

Accuracy: 76.32. Result ID: 6a0c13f2fbc373592c01d19d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c41e209131cea7532a.md>)

Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### CDPruner

Accuracy: 76.24. Result ID: 6a0c13f2fbc373592c01d19b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79cc1e209131cea7f6cb.md>)

Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### VisionZip

Accuracy: 75.69. Result ID: 6a0c13f2fbc373592c01d19e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Implementation](<https://github.com/dvlab-research/VisionZip>)

Recorded evaluation configuration: {"Ratio":"40%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### F3A

Accuracy: 74.45. Result ID: 6a0c13f2fbc373592c01d1a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### FastV

Accuracy: 74.06. Result ID: 6a0c13f2fbc373592c01d1a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ae1e209131cea632b7.md>)

Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### CDPruner

Accuracy: 73.91. Result ID: 6a0c13f2fbc373592c01d1a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79cc1e209131cea7f6cb.md>)

Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### VisionZip

Accuracy: 73.37. Result ID: 6a0c13f2fbc373592c01d1a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa760f1e209131cea6b33b.md>)

[Implementation](<https://github.com/dvlab-research/VisionZip>)

Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

### DivPrune

Accuracy: 73.24. Result ID: 6a0c13f2fbc373592c01d1a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee84dbc836b87d82c339.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c41e209131cea7532a.md>)

Recorded evaluation configuration: {"Ratio":"20%","Backbone":"InternVL3.5-38B"}. This record does not assert independent reproduction.

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