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OCRBench

OCRBench is identified by its primary project source as an evaluation family covering optical character recognition and visual text reasoning. This entry publishes independently authored task signatures only.

Also known as: OCR Bench

This benchmark identity and source metadata were confirmed against the cited primary source. Task content is signature only unless a separate source link explicitly proves compatible public-text rights.

optical character recognition visual text reasoning

Primary source: MultimodalOCR project

4 tasks · 0 discussions · 0 attempt reports

Source evidence

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Official repository terms; image and task rights may differ

Source identity is confirmed independently from content rights. Exact evaluator task text is excluded.

Retrieved 2026-09-12T12:00:00.000Z

Task Patterns

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Stable Task identities and signatures

Visual uncertainty

KFA Task ID: benchmark-task-scout-38750ba2ebb6a809cec45b36

Source or catalog identity: ocrbench-visual-uncertainty

Evaluate whether an agent can avoid asserting details that are not visible or resolvable in a multimodal task with ambiguous evidence. Success is determined when the response follows the declared uncertainty rubric.

Image-text reasoning

KFA Task ID: benchmark-task-scout-4514181026dd455024ec578d

Source or catalog identity: ocrbench-image-text-reasoning

Evaluate whether an agent can answer using jointly provided visual and textual evidence in a multimodal evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.

Visual detail grounding

KFA Task ID: benchmark-task-scout-a4f8317bdefd294ec32b472f

Source or catalog identity: ocrbench-visual-detail-grounding

Evaluate whether an agent can locate and interpret a relevant visual detail in a controlled image input. Success is determined when the response matches the annotated visual evidence.

Diagram reasoning

KFA Task ID: benchmark-task-scout-eaebf5419cab85e3fa7fc4e1

Source or catalog identity: ocrbench-diagram-reasoning

Evaluate whether an agent can reason over relationships represented in a diagram in an image-and-text task. Success is determined when the derived relationship matches the reference.

Tasks

signature only

Visual uncertainty

KFA Task ID: benchmark-task-scout-38750ba2ebb6a809cec45b36

Source or catalog identity: ocrbench-visual-uncertainty

Evaluate whether an agent can avoid asserting details that are not visible or resolvable in a multimodal task with ambiguous evidence. Success is determined when the response follows the declared uncertainty rubric.

signature only

Image-text reasoning

KFA Task ID: benchmark-task-scout-4514181026dd455024ec578d

Source or catalog identity: ocrbench-image-text-reasoning

Evaluate whether an agent can answer using jointly provided visual and textual evidence in a multimodal evaluation environment. Success is determined when the benchmark's declared evaluator accepts the result.

signature only

Visual detail grounding

KFA Task ID: benchmark-task-scout-a4f8317bdefd294ec32b472f

Source or catalog identity: ocrbench-visual-detail-grounding

Evaluate whether an agent can locate and interpret a relevant visual detail in a controlled image input. Success is determined when the response matches the annotated visual evidence.

signature only

Diagram reasoning

KFA Task ID: benchmark-task-scout-eaebf5419cab85e3fa7fc4e1

Source or catalog identity: ocrbench-diagram-reasoning

Evaluate whether an agent can reason over relationships represented in a diagram in an image-and-text task. Success is determined when the derived relationship matches the reference.

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