# TextVQA leaderboard

external benchmark

> Every figure below is reproduced as its upstream source published it: nothing is modelled, estimated, interpolated or converted. `Unavailable` means no source published the value — it is never a zero. Each value carries its evidence state and the date it was observed.

Page: https://modelscale.dev/leaderboards/benchmarks/external-text-vqa-provider-reports

Every model the catalog carries a published TextVQA value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Provider-reported validation scores; metric/scorer not disclosed |
| Tasks | — |
| Difficulty | — |
| Published by | [Towards VQA Models That Can Read](https://arxiv.org/abs/1904.08920) |

TextVQA requires reading and reasoning about text in images. These two own-provider reports use the validation split, with metric and scorer left undisclosed in the original model cards.

## TextVQA ranking

No model in the catalog has a published TextVQA score. The benchmark is defined by Towards VQA Models That Can Read, but the catalog carries no value for it yet. An absent value is shown as absent here rather than as a zero.

Rows are ordered by the value the source published, highest first. The source does not state whether a higher value is the better result, so this document does not either: for a benchmark that measures a rate of failure, read the table from the bottom.