# Chart Question Answering on FigureQA v2 (val) Source: [Chart Question Answering on FigureQA v2 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:02.636Z Evaluation of model performance on the validation split of the FigureQA v2 dataset for Chart Question Answering capabilities. 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) | FigureQA v2 (val) | | Metric | Relaxed Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [Relaxed Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Relaxed Acc | Result date | Report paper | | --- | --- | --- | --- | | ChartPaLI-5B | 96.2 | Not recorded | 68fa72901e209131cea57196 | | ChartPaLI-5B | 93 | Not recorded | 68fa72901e209131cea57196 | | PaLI-3 (original) | 89.3 | Not recorded | 68fa72901e209131cea57196 | | PaLI-3 (original) | 58.1 | Not recorded | 68fa72901e209131cea57196 | | ChartPaLI-5B | 51.2 | Not recorded | 68fa72901e209131cea57196 | | PaLI-3 (original) | 42.4 | Not recorded | 68fa72901e209131cea57196 | ### ChartPaLI-5B Relaxed Acc: 96.2. Result ID: 699241313a6c3148490daaec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operation Regime":"Convergence (5K fine-tuning steps)"}. This record does not assert independent reproduction. ### ChartPaLI-5B Relaxed Acc: 93. Result ID: 699241313a6c3148490daaeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operation Regime":"Quick adaptation (1K fine-tuning steps)"}. This record does not assert independent reproduction. ### PaLI-3 (original) Relaxed Acc: 89.3. Result ID: 699241313a6c3148490daae9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operation Regime":"Convergence (5K fine-tuning steps)"}. This record does not assert independent reproduction. ### PaLI-3 (original) Relaxed Acc: 58.1. Result ID: 699241313a6c3148490daae8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operation Regime":"Quick adaptation (1K fine-tuning steps)"}. This record does not assert independent reproduction. ### ChartPaLI-5B Relaxed Acc: 51.2. Result ID: 699241313a6c3148490daaea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operation Regime":"Zero-shot"}. This record does not assert independent reproduction. ### PaLI-3 (original) Relaxed Acc: 42.4. Result ID: 699241313a6c3148490daae7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operation Regime":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.