inkling
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AI modelsinkling
Model evaluation
Capability & preference
Human preference · Arena
Overall text preferences from head-to-head votes. Not factual accuracy or a task-success rate.
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
inkling
1,491.60 rating
Confidence interval: 1,480.70 – 1,502.50
3197 votes
- Category
- chinese
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / codinghuman preference · 2026-10-15 · rating
inkling
1,465.43 rating
Confidence interval: 1,458.85 – 1,472.00
11078 votes
- Category
- coding
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / creative_writinghuman preference · 2026-10-15 · rating
inkling
1,387.24 rating
Confidence interval: 1,379.78 – 1,394.69
8748 votes
- Category
- creative_writing
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / englishhuman preference · 2026-10-15 · rating
inkling
1,442.30 rating
Confidence interval: 1,436.61 – 1,447.99
16677 votes
- Category
- english
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / exclude_tieshuman preference · 2026-10-15 · rating
inkling
1,436.19 rating
Confidence interval: 1,430.59 – 1,441.78
29977 votes
- Category
- exclude_ties
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / experthuman preference · 2026-10-15 · rating
inkling
1,465.10 rating
Confidence interval: 1,456.04 – 1,474.16
4821 votes
- Category
- expert
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / frenchhuman preference · 2026-10-15 · rating
inkling
1,453.66 rating
Confidence interval: 1,435.79 – 1,471.54
1281 votes
- Category
- french
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / germanhuman preference · 2026-10-15 · rating
inkling
1,446.59 rating
Confidence interval: 1,422.62 – 1,470.56
627 votes
- Category
- german
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / hard_promptshuman preference · 2026-10-15 · rating
inkling
1,451.40 rating
Confidence interval: 1,446.39 – 1,456.40
26664 votes
- Category
- hard_prompts
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-15 · rating
inkling
1,449.39 rating
Confidence interval: 1,442.76 – 1,456.02
10833 votes
- Category
- hard_prompts_english
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-15 · rating
inkling
1,439.22 rating
Confidence interval: 1,431.75 – 1,446.70
7568 votes
- Category
- industry_business_and_management_and_financial_operations
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating
inkling
1,392.58 rating
Confidence interval: 1,385.67 – 1,399.49
10607 votes
- Category
- industry_entertainment_and_sports_and_media
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating
inkling
1,448.12 rating
Confidence interval: 1,437.38 – 1,458.86
3363 votes
- Category
- industry_legal_and_government
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating
inkling
1,455.15 rating
Confidence interval: 1,447.34 – 1,462.97
6689 votes
- Category
- industry_life_and_physical_and_social_science
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating
inkling
1,459.74 rating
Confidence interval: 1,446.78 – 1,472.69
2255 votes
- Category
- industry_mathematical
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating
inkling
1,447.80 rating
Confidence interval: 1,436.00 – 1,459.60
2766 votes
- Category
- industry_medicine_and_healthcare
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating
inkling
1,465.18 rating
Confidence interval: 1,459.39 – 1,470.97
15820 votes
- Category
- industry_software_and_it_services
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating
inkling
1,403.17 rating
Confidence interval: 1,396.44 – 1,409.89
11160 votes
- Category
- industry_writing_and_literature_and_language
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating
inkling
1,424.89 rating
Confidence interval: 1,418.87 – 1,430.92
14605 votes
- Category
- instruction_following
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating
inkling
1,426.05 rating
Confidence interval: 1,400.84 – 1,451.26
638 votes
- Category
- japanese
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating
inkling
1,403.18 rating
Confidence interval: 1,380.79 – 1,425.56
755 votes
- Category
- korean
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating
inkling
1,433.58 rating
Confidence interval: 1,427.87 – 1,439.29
19084 votes
- Category
- longer_query
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating
inkling
1,477.32 rating
Confidence interval: 1,463.54 – 1,491.10
1845 votes
- Category
- math
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating
inkling
1,437.44 rating
Confidence interval: 1,429.31 – 1,445.57
6369 votes
- Category
- multi_turn
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating
inkling
1,433.00 rating
Confidence interval: 1,427.94 – 1,438.07
23960 votes
- Category
- non_english
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating
inkling
1,441.38 rating
Confidence interval: 1,437.09 – 1,445.68
40648 votes
- Category
- overall
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / polishhuman preference · 2026-10-15 · rating
inkling
1,452.62 rating
Confidence interval: 1,428.83 – 1,476.41
604 votes
- Category
- polish
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating
inkling
1,429.44 rating
Confidence interval: 1,420.43 – 1,438.46
4822 votes
- Category
- russian
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating
inkling
1,446.96 rating
Confidence interval: 1,429.58 – 1,464.33
1269 votes
- Category
- spanish
- Evaluated configuration
- inkling
- Evaluation type
- human preference
Run it locally
Capabilities
- Model license
- Apache 2.0
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