Provider and attribution
LMArena Leaderboard Dataset
- Registry state
- registered
- Rights state
- approved
- Provider group
- lmarena
Contains data from the Arena Leaderboard Dataset by Arena, licensed under CC BY 4.0
Release planning · no model scores
Text style-control: business and management evidence mapping
Exact V3 collection, facet, metric, lineage, identity and rights mapping for Text style-control: business and management from LMArena Leaderboard Dataset.
V3 evidence records
1 collection mapping
A repeated upstream benchmark can map to several collections. Each record below preserves its own task role, facets, capability atoms, subject identity, metrics, lineages and exclusions.
supporting evidence · strategy-knowledge-work/lmarena/text-style-control-business-and-management
Professional Knowledge Work & Strategy
Which models are best at professional knowledge work and strategy?
- Upstream access
- machine-ready
- Eligibility
- runnable-now
- Registry
- registered
- Max task directness
- 35%
Collection facets
Decision memos · hybrid · 25%
Frame the decision, surface trade-offs, and recommend a defensible course.
Prioritisation · hybrid · 25%
Rank competing initiatives with explicit criteria and opportunity cost.
Scenario planning · hybrid · 25%
Reason under uncertainty without inventing facts or false precision.
Implementation plans · hybrid · 25%
Translate strategy into owners, dependencies, milestones, and risks.
Capability atoms
business_preference
Subject identity
- Declared:
- foundation-model
- Metric partitions:
- foundation-model
- Separate partition required:
- no
- Identity projection:
- forbidden
Usable evidence lineages
lmarena-text-style-control/foundation-model
Exact metric contract
| Metric | Lineage | Subject | Protocol | Use |
|---|---|---|---|---|
text_style_control.industry_business_and_management_and_financial_operationsLMArena Text — Business, management and financial operations | lmarena-text-style-control | foundation-model | LMArena Text Arena style-controlled category rating | usable |
Exclusions and blockers
No mapping-level exclusion is recorded; the page-level release gate still applies.
Mapping note
Human preference is supporting evidence, not task success.