Enterprise generative evaluation (Cohere)
Models complete 22 enterprise writing tasks such as job ads with format rules. Rule checks and LLM judges give a pass rate.
In-house Cohere evaluation. The tasks are not public.
Made by Cohere Released Apr 2025 Running a business Tasks kept private Last in a system card Apr 2025
Last model added Apr 2025
- Level
- Everyday Most adults, without training
- Scored
- Graded by a model A language model scores each response, usually against a rubric.
- Answers
- Open-ended Free-form text, documents, designs or media judged as a whole.
1
Model scored in lab cards
1
System card reports it, from 1 lab
Cohere Command A leads with 94.2%
Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.
| # | Model | Score | Setting | Date | Source |
|---|---|---|---|---|---|
| 1 | | 94.2% | Apr 2025 | Model card |
The best score passed 85% in Apr 2025
All the scores we have, one dot each, so a model tested at several settings appears more than once.
Reported by the lab in its model card
Labs report it only in system cards
We read the headline results of 479 launch posts from 51 labs, and none of them list this benchmark. Some system cards do, below.
One system card reports it
Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.
| Date | Document | Score | As the document writes it | Section |
|---|---|---|---|---|
| 1 Apr 2025 | | 94.2 | Enterprise Pass Rate across 22 generative tasks (Table 18) | Capabilities |
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