Realm: Pathology-report reasoning benchmark B

Name: Realm: Pathology-report reasoning benchmark
Creator: micro1
Keywords: Enterprise Workflows

AI benchmark · Enterprise Workflows

Publisher: micro1
Domains: Enterprise Workflows
On X: @micro1_ai ↗
Tier: B why
Snapshot: October 11, 2026

Open benchmark ↗micro1.ai/research

Full listing name: Realm: Pathology-report reasoning benchmark (v1 2026-06, v2 2026-09)

Latest from micro1 on X

@micro1_ai ↗

its time. welcome 😎
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We're committing to spend $1B on enterprise data acquisition over the next 12 months. Learn more:
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One of the most overlooked aspects of AI in healthcare is how much time it could give clinicians back with their patients. AI can act as a force multiplier for clinicians by handling check-ins, patient education, chart reviews, and intake, freeing up time for diagnosis, treatment, and the human connection that only they can provide. Link to the full conversation in the comments.
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What is Realm: Pathology-report reasoning benchmark?

Realm is micro1's benchmark series evaluating multi-step domain reasoning, notably long-horizon legal reasoning in litigation, transactional and compliance tasks, plus pathology-report reasoning.

Legal mostly
“We built Realm legal-reasoning to evaluate legal reasoning as a skill that develops across multiple steps.”
micro1.ai/benchmark/realm-legal ↗
Health and bio
“An evaluation of frontier models on extracting pathology-report facts, preserving diagnostic limits, and avoiding unsupported clinical escalation.”
micro1.ai/benchmark/realm-legal ↗

Who built Realm: Pathology-report reasoning benchmark

micro1 built it
“We built Realm legal-reasoning to evaluate legal reasoning as a skill that develops across multiple steps.”
micro1.ai/benchmark/realm-legal ↗

Tier B

Established: 15 or more models scored, or curated RL directories rate it.

How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

built by micro1
in curated RL directories (5 pts)

How we got to tier B

Adoption: built by micro1. Tier C.
Not yet read on X.
In curated RL directories: 5 points, a floor of B. Raised to B.
Confirmed: a line from its own site or paper places it.

A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

Where Realm: Pathology-report reasoning benchmark sits

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