# Scene-Text Visual Question Answering on ST-VQA 1.0 (val) Source: [Scene-Text Visual Question Answering on ST-VQA 1.0 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:33.561Z Evaluation of model performance on the validation split of the ST-VQA 1.0 dataset for Scene-Text Visual Question Answering. 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 | Scene-Text Visual Question Answering | | Dataset (including any stated split) | ST-VQA 1.0 (val) | | Metric | ANLS | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [ANLS](): Higher is better; unit: PERCENT. ## Recorded results | Method | ANLS | Result date | Report paper | | --- | --- | --- | --- | | DocFormerv2-large | 72.9 | Not recorded | 68fa6f911e209131cea464e7 | | LaTr-large | 70.2 | Not recorded | 68fa6f911e209131cea464e7 | | DocFormerv2-base | 70.1 | Not recorded | 68fa6f911e209131cea464e7 | | GIT | 69.1 | Not recorded | 68fa6f911e209131cea464e7 | | LaTr-base | 68.3 | Not recorded | 68fa6f911e209131cea464e7 | | LaTr-base | 67.5 | Not recorded | 68fa6f911e209131cea464e7 | | TAP + TAG | 62 | Not recorded | 68fa6f911e209131cea464e7 | | TAP | 59.8 | Not recorded | 68fa6f911e209131cea464e7 | | LOGOS | 58.1 | Not recorded | 68fa6f911e209131cea464e7 | | SceneGate | 52.5 | Not recorded | 68fa6f911e209131cea464e7 | | SA-M4C | 51.2 | Not recorded | 68fa6f911e209131cea464e7 | | LaAP | 49.7 | Not recorded | 68fa6f911e209131cea464e7 | | M4C | 47.2 | Not recorded | 68fa6f911e209131cea464e7 | | GIT-large | 44.6 | Not recorded | 68fa6f911e209131cea464e7 | | GIT-base | 20.7 | Not recorded | 68fa6f911e209131cea464e7 | ### DocFormerv2-large ANLS: 72.9. Result ID: 6990caed3a6c314849035278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"64M","number of parameters":"750M"}. This record does not assert independent reproduction. ### LaTr-large ANLS: 70.2. Result ID: 6990caed3a6c314849035273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"64M","number of parameters":"856M"}. This record does not assert independent reproduction. ### DocFormerv2-base ANLS: 70.1. Result ID: 6990caed3a6c314849035277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"64M","number of parameters":"232M"}. This record does not assert independent reproduction. ### GIT ANLS: 69.1. Result ID: 6990caed3a6c314849035276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"800M (Proprietary)","number of parameters":"681M"}. This record does not assert independent reproduction. ### LaTr-base ANLS: 68.3. Result ID: 6990caed3a6c314849035272. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"64M","number of parameters":"311M","training\_set":"ST-VQA + TextVQA"}. This record does not assert independent reproduction. ### LaTr-base ANLS: 67.5. Result ID: 6990caed3a6c314849035271. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"64M","number of parameters":"311M"}. This record does not assert independent reproduction. ### TAP + TAG ANLS: 62. Result ID: 6990caed3a6c314849035270. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"pre-train data":null,"number of parameters":null}. This record does not assert independent reproduction. ### TAP ANLS: 59.8. Result ID: 6990caed3a6c31484903526f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"200M","number of parameters":null}. This record does not assert independent reproduction. ### LOGOS ANLS: 58.1. Result ID: 6990caed3a6c31484903526e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":null,"number of parameters":null}. This record does not assert independent reproduction. ### SceneGate ANLS: 52.5. Result ID: 6990caed3a6c31484903526d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":null,"number of parameters":null}. This record does not assert independent reproduction. ### SA-M4C ANLS: 51.2. Result ID: 6990caed3a6c31484903526c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"200M","number of parameters":null}. This record does not assert independent reproduction. ### LaAP ANLS: 49.7. Result ID: 6990caed3a6c31484903526b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":null,"number of parameters":null}. This record does not assert independent reproduction. ### M4C ANLS: 47.2. Result ID: 6990caed3a6c31484903526a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"200M","number of parameters":null}. This record does not assert independent reproduction. ### GIT-large ANLS: 44.6. Result ID: 6990caed3a6c314849035275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"20M (Proprietary)","number of parameters":"347M"}. This record does not assert independent reproduction. ### GIT-base ANLS: 20.7. Result ID: 6990caed3a6c314849035274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"pre-train data":"10M (Proprietary)","number of parameters":"129M"}. This record does not assert independent reproduction. Page 1 of 1. 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