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
Business and writing preference evidence mapping
Exact V3 collection, facet, metric, lineage, identity and rights mapping for Business and writing preference 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 · sales-marketing/lmarena/business-and-writing-preference
Sales & Marketing
Which models are best at sales and marketing work?
- Upstream access
- machine-ready
- Eligibility
- runnable-now
- Registry
- registered
- Max task directness
- 30%
Collection facets
Outbound and follow-up · hybrid · 25%
Write specific outreach with a credible reason to respond.
Discovery and objections · hybrid · 25%
Prepare useful questions and answer objections without overclaiming.
Positioning and campaigns · hybrid · 25%
Turn a brief into differentiated messaging and channel choices.
Conversion copy · hybrid · 25%
Write clear landing-page and CTA copy grounded in supplied facts.
Capability atoms
business_preferencewriting_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 |
text_style_control.industry_writing_and_literature_and_languageLMArena Text — Writing, literature and language | 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
Internal pairwise evidence remains primary for truthful persuasion and brief fidelity.