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Planned benchmark facet · ranking not published

Which models are best at prioritisation?

Rank competing initiatives with explicit criteria and opportunity cost.

This is the evaluation plan, not a model leaderboard.

No model order or score is shown. Candidate external benchmarks and planned first-party comparisons become evidence only after their exact release gates pass; retired benchmark grades are not reused.

First-party pairwise plan

Six distinct tasks for this facet

5

exploration tasks

Used for comparison coverage and calibrated refinement.

1

sealed holdout task

Kept out of model and judge tuning until release validation.

6

tasks in total

One of four equally weighted facets in this collection.

First-party, task-local pairwise comparisons with deterministic validators acting as hard gates. The final task remains sealed from model and judge tuning until release validation.

Collection-level external evidence map

Candidate benchmarks that can inform this skill

These sources are mapped to Professional Knowledge Work & Strategy, then identity-partitioned and lineage-deduplicated. They are supporting inputs, not a substitute for direct task-local pairwise results, and no score is reproduced on this page.

Artificial Analysis

GDPval-AA v2

Mapped and runnable
Evidence role
primary
Maximum directness
65%
Declared subject
harnessed model
Usable lineages mapped
1

Capabilities: professional deliverable quality, decision quality.

Mapped fields: GDPval-AA Normalized.

  • • source redistribution is conditional: assumed

Artificial Analysis Aa Briefcase

AA-Briefcase

Contracted export required
Evidence role
primary
Maximum directness
85%
Declared subject
harnessed model
Usable lineages mapped
0

Capabilities: analysis, recommendation quality, requirement completion.

  • • contracted machine export required
  • • source is absent from the checked-in source registry

LMArena Leaderboard Dataset

Text style-control: business and management

Mapped and runnable
Evidence role
supporting
Maximum directness
35%
Declared subject
foundation model
Usable lineages mapped
1

Capabilities: business preference.

Mapped fields: LMArena Text — Business, management and financial operations.

Current blockers

Why no ranking is live

  • No approved combined collection artifact has been released.
  • The parent collection has not passed its publication gate.
  • No approved facet-level result artifact has been released.

Publication gate

What must pass first

  1. 1Combine at least one eligible external result with at least one first-party pairwise result.
  2. 2Retain at least 2 independent evidence lineages and 8 eligible model configurations.
  3. 3Complete at least 3 facet tasks with at least 80% required-task coverage.
  4. 4Show that this facet is materially distinct, then pass reliability and sealed-release stability checks.

Professional Knowledge Work & Strategy

Explore all four planned skills

Decision memos Frame the decision, surface trade-offs, and recommend a defensible course. Prioritisation Rank competing initiatives with explicit criteria and opportunity cost. Scenario planning Reason under uncertainty without inventing facts or false precision. Implementation plans Translate strategy into owners, dependencies, milestones, and risks.
Back to Professional Knowledge Work & Strategy Sources and safeguards