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snowflake-arctic-instruct

Model evaluation

Capability & preference

Human preference · Arena

Overall text preferences from head-to-head votes. Not factual accuracy or a task-success rate.

snowflake-arctic-instruct 1100.9 snowflake-arctic-instruct · 95% interval 1095.1–1106.8 · 32,832 votes · 2026-10-15

Recorded results

Only the same benchmark, version, workload, scenario and unit share a row. Missing results are not zero. System results include the full submitted hardware and software configuration.

Arena text preference / chinesehuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,067.07 rating

Confidence interval: 1,053.35 – 1,080.79

3128 votes

Category
chinese
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,089.23 rating

Confidence interval: 1,078.06 – 1,100.40

5734 votes

Category
coding
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,080.78 rating

Confidence interval: 1,068.79 – 1,092.76

4777 votes

Category
creative_writing
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,121.54 rating

Confidence interval: 1,114.08 – 1,129.00

20419 votes

Category
english
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

927.18 rating

Confidence interval: 917.66 – 936.69

21547 votes

Category
exclude_ties
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,028.11 rating

Confidence interval: 1,010.96 – 1,045.26

1722 votes

Category
expert
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,131.79 rating

Confidence interval: 1,101.30 – 1,162.29

527 votes

Category
french
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,073.61 rating

Confidence interval: 1,051.08 – 1,096.14

947 votes

Category
german
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,071.37 rating

Confidence interval: 1,062.29 – 1,080.45

9592 votes

Category
hard_prompts
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,087.91 rating

Confidence interval: 1,077.16 – 1,098.67

6488 votes

Category
hard_prompts_english
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,031.46 rating

Confidence interval: 1,018.03 – 1,044.89

3261 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,068.82 rating

Confidence interval: 1,056.96 – 1,080.68

4657 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,091.07 rating

Confidence interval: 1,072.73 – 1,109.41

1535 votes

Category
industry_legal_and_government
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,081.76 rating

Confidence interval: 1,070.14 – 1,093.38

5411 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,097.32 rating

Confidence interval: 1,085.32 – 1,109.31

4220 votes

Category
industry_mathematical
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,063.26 rating

Confidence interval: 1,044.40 – 1,082.12

1626 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,087.39 rating

Confidence interval: 1,077.69 – 1,097.09

9209 votes

Category
industry_software_and_it_services
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,100.88 rating

Confidence interval: 1,090.88 – 1,110.87

7241 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,065.96 rating

Confidence interval: 1,057.53 – 1,074.39

11736 votes

Category
instruction_following
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

969.42 rating

Confidence interval: 944.12 – 994.72

667 votes

Category
japanese
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

939.59 rating

Confidence interval: 910.53 – 968.65

547 votes

Category
korean
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

999.02 rating

Confidence interval: 984.81 – 1,013.23

2793 votes

Category
longer_query
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,108.61 rating

Confidence interval: 1,097.34 – 1,119.89

4793 votes

Category
math
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,072.20 rating

Confidence interval: 1,059.68 – 1,084.72

3963 votes

Category
multi_turn
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,074.15 rating

Confidence interval: 1,065.97 – 1,082.33

12413 votes

Category
non_english
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,100.94 rating

Confidence interval: 1,095.06 – 1,106.81

32832 votes

Category
overall
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,103.39 rating

Confidence interval: 1,090.11 – 1,116.67

2784 votes

Category
russian
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating

snowflake-arctic-instruct

1,088.04 rating

Confidence interval: 1,057.65 – 1,118.43

500 votes

Category
spanish
Evaluated configuration
snowflake-arctic-instruct
Evaluation type
human preference

Run it locally

Inference · memory estimate

snowflake-arctic-instruct

Not enough verified architecture information for a reliable VRAM estimate.

Capabilities

Model license
Apache 2.0