The LLM benchmark aggregator.
Snowflake Arctic Instruct
Other
Strongest in Factual grounding (#7 of 104), weakest in Human preference (#300 of 354). Above par in 2 of 4 scopes. Among the models it meets almost everywhere, it finishes behind DeepSeek V4.1 Flash and GPT-5.4 nano and ahead of Llama 2 7B Chat and Granite 3.1 2B Instruct.
§ 1 · Profile
What it is good at
Bars run from 50 — the average of the models each source lists — so right of the line is above par. The middle column is the gap to whoever leads that scope.
§ 2 · Head to head
What it beats, and what beats it
The same models turn up scope after scope. Counted once: where both were placed, who finished higher. Bars run right for Snowflake Arctic Instruct, left for the other.
§ 3 · Sources
Where the numbers come from
2 publications, 2 figures. Every one links to the page it was read from.
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[](https://publicai.io/model-index/m/snowflake-arctic-instruct)