# Chart Question Answering on DVQA Novel (test) Source: [Chart Question Answering on DVQA Novel (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:04:50.532Z Evaluation of model performance on the test split of the DVQA Novel dataset for Chart Question Answering, reporting metrics related to structure, data extraction, and reasoning. 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) | DVQA Novel (test) | | Metric | Structure | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Structure](): Higher is better; unit: PERCENT. - [Data](): Higher is better; unit: PERCENT. - [Reasoning](): Higher is better; unit: PERCENT. - [Overall Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Structure | Result date | Report paper | | --- | --- | --- | --- | | PReFIL | 99.78 | Not recorded | 68fa68091e209131cea19b66 | | PReFIL | 99.77 | Not recorded | 68fa68091e209131cea19b66 | | PReFIL | 99.73 | Not recorded | 68fa68091e209131cea19b66 | | PReFIL | 99.57 | Not recorded | 68fa68091e209131cea19b66 | | SANDY | 96.42 | Not recorded | 68fa68091e209131cea19b66 | | SANDY | 96.42 | Not recorded | 68fa68091e209131cea19b66 | | Human | 96.19 | Not recorded | 68fa68091e209131cea19b66 | | SANDY | 94.82 | Not recorded | 68fa68091e209131cea19b66 | | IMG+QUES | 90.06 | Not recorded | 68fa68091e209131cea19b66 | | QUES | 43.9 | Not recorded | 68fa68091e209131cea19b66 | ### PReFIL Structure: 99.78. Result ID: 698d55338b517eb43320b64d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OCR Type":"Oracle OCR"}. This record does not assert independent reproduction. ### PReFIL Structure: 99.77. Result ID: 698d55338b517eb43320b648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OCR Type":"No OCR"}. This record does not assert independent reproduction. ### PReFIL Structure: 99.73. Result ID: 698d55338b517eb43320b64a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OCR Type":"Tesseract OCR"}. This record does not assert independent reproduction. ### PReFIL Structure: 99.57. Result ID: 698d55338b517eb43320b64b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OCR Type":"Improved OCR"}. This record does not assert independent reproduction. ### SANDY Structure: 96.42. Result ID: 698d55338b517eb43320b649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OCR Type":"Tesseract OCR"}. This record does not assert independent reproduction. ### SANDY Structure: 96.42. Result ID: 698d55338b517eb43320b64c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OCR Type":"Oracle OCR"}. This record does not assert independent reproduction. ### Human Structure: 96.19. Result ID: 698d55338b517eb43320b64e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SANDY Structure: 94.82. Result ID: 698d55338b517eb43320b647. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"OCR Type":"No OCR"}. This record does not assert independent reproduction. ### IMG+QUES Structure: 90.06. Result ID: 698d55338b517eb43320b646. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QUES Structure: 43.9. Result ID: 698d55338b517eb43320b645. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.