# Chart Question Answering on FigureQA v1 (val) Source: [Chart Question Answering on FigureQA v1 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:02.696Z Evaluation of model performance on the validation split of the FigureQA v1 dataset for Chart Question Answering capabilities, typically measured using Relaxed 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) | FigureQA v1 (val) | | Metric | Relaxed Accuracy | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Relaxed Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ChartPaLI-5B | 96.3 | Not recorded | 68fa72901e209131cea57196 | | ChartPaLI-5B | 92.7 | Not recorded | 68fa72901e209131cea57196 | | PaLI-3 (original) | 89.9 | Not recorded | 68fa72901e209131cea57196 | | PaLI-3 (original) | 57.2 | Not recorded | 68fa72901e209131cea57196 | | ChartPaLI-5B | 51 | Not recorded | 68fa72901e209131cea57196 | | PaLI-3 (original) | 41.9 | Not recorded | 68fa72901e209131cea57196 | ### ChartPaLI-5B Relaxed Accuracy: 96.3. Result ID: 699241313a6c3148490daae6. [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 Accuracy: 92.7. Result ID: 699241313a6c3148490daae5. [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 Accuracy: 89.9. Result ID: 699241313a6c3148490daae3. [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 Accuracy: 57.2. Result ID: 699241313a6c3148490daae2. [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 Accuracy: 51. Result ID: 699241313a6c3148490daae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Operation Regime":"Zero-shot"}. This record does not assert independent reproduction. ### PaLI-3 (original) Relaxed Accuracy: 41.9. Result ID: 699241313a6c3148490daae1. [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.