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 · 2026-11-06 · rating
Inkling
1,495.27 rating
Confidence interval: 1,485.31 – 1,505.22
3944 votes
- Category
- chinese
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / codinghuman preference · 2026-11-06 · rating
Inkling
1,466.70 rating
Confidence interval: 1,460.53 – 1,472.88
13469 votes
- Category
- coding
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / creative_writinghuman preference · 2026-11-06 · rating
Inkling
1,394.91 rating
Confidence interval: 1,387.99 – 1,401.83
10965 votes
- Category
- creative_writing
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / englishhuman preference · 2026-11-06 · rating
Inkling
1,443.00 rating
Confidence interval: 1,437.65 – 1,448.35
20220 votes
- Category
- english
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / exclude_tieshuman preference · 2026-11-06 · rating
Inkling
1,439.00 rating
Confidence interval: 1,433.73 – 1,444.27
37221 votes
- Category
- exclude_ties
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / experthuman preference · 2026-11-06 · rating
Inkling
1,468.63 rating
Confidence interval: 1,460.18 – 1,477.07
5754 votes
- Category
- expert
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / frenchhuman preference · 2026-11-06 · rating
Inkling
1,462.18 rating
Confidence interval: 1,445.96 – 1,478.40
1631 votes
- Category
- french
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / germanhuman preference · 2026-11-06 · rating
Inkling
1,442.24 rating
Confidence interval: 1,420.50 – 1,463.97
775 votes
- Category
- german
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / hard_promptshuman preference · 2026-11-06 · rating
Inkling
1,452.97 rating
Confidence interval: 1,448.24 – 1,457.69
32839 votes
- Category
- hard_prompts
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-11-06 · rating
Inkling
1,449.67 rating
Confidence interval: 1,443.44 – 1,455.90
13189 votes
- Category
- hard_prompts_english
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-11-06 · rating
Inkling
1,438.97 rating
Confidence interval: 1,432.01 – 1,445.93
9256 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 · 2026-11-06 · rating
Inkling
1,398.44 rating
Confidence interval: 1,392.01 – 1,404.88
13198 votes
- Category
- industry_entertainment_and_sports_and_media
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-11-06 · rating
Inkling
1,446.01 rating
Confidence interval: 1,436.10 – 1,455.92
4109 votes
- Category
- industry_legal_and_government
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-11-06 · rating
Inkling
1,457.29 rating
Confidence interval: 1,450.03 – 1,464.56
8236 votes
- Category
- industry_life_and_physical_and_social_science
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / industry_mathematicalhuman preference · 2026-11-06 · rating
Inkling
1,464.74 rating
Confidence interval: 1,452.81 – 1,476.67
2741 votes
- Category
- industry_mathematical
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-11-06 · rating
Inkling
1,449.04 rating
Confidence interval: 1,438.19 – 1,459.90
3380 votes
- Category
- industry_medicine_and_healthcare
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-11-06 · rating
Inkling
1,466.25 rating
Confidence interval: 1,460.82 – 1,471.68
19262 votes
- Category
- industry_software_and_it_services
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-11-06 · rating
Inkling
1,409.52 rating
Confidence interval: 1,403.29 – 1,415.75
14079 votes
- Category
- industry_writing_and_literature_and_language
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / instruction_followinghuman preference · 2026-11-06 · rating
Inkling
1,429.06 rating
Confidence interval: 1,423.43 – 1,434.69
18110 votes
- Category
- instruction_following
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / japanesehuman preference · 2026-11-06 · rating
Inkling
1,433.11 rating
Confidence interval: 1,410.19 – 1,456.03
783 votes
- Category
- japanese
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / koreanhuman preference · 2026-11-06 · rating
Inkling
1,405.02 rating
Confidence interval: 1,384.33 – 1,425.71
910 votes
- Category
- korean
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / longer_queryhuman preference · 2026-11-06 · rating
Inkling
1,437.53 rating
Confidence interval: 1,432.18 – 1,442.87
23568 votes
- Category
- longer_query
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / mathhuman preference · 2026-11-06 · rating
Inkling
1,480.50 rating
Confidence interval: 1,467.97 – 1,493.02
2332 votes
- Category
- math
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / multi_turnhuman preference · 2026-11-06 · rating
Inkling
1,440.97 rating
Confidence interval: 1,433.45 – 1,448.48
7914 votes
- Category
- multi_turn
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / non_englishhuman preference · 2026-11-06 · rating
Inkling
1,435.69 rating
Confidence interval: 1,430.93 – 1,440.45
29945 votes
- Category
- non_english
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / overallhuman preference · 2026-11-06 · rating
Inkling
1,443.28 rating
Confidence interval: 1,439.20 – 1,447.36
50175 votes
- Category
- overall
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / polishhuman preference · 2026-11-06 · rating
Inkling
1,451.17 rating
Confidence interval: 1,429.51 – 1,472.83
733 votes
- Category
- polish
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / russianhuman preference · 2026-11-06 · rating
Inkling
1,433.57 rating
Confidence interval: 1,425.40 – 1,441.74
6314 votes
- Category
- russian
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Arena text preference / spanishhuman preference · 2026-11-06 · rating
Inkling
1,448.52 rating
Confidence interval: 1,432.63 – 1,464.41
1572 votes
- Category
- spanish
- Evaluated configuration
- Inkling
- Evaluation type
- human preference
Run it locally
Capabilities
- Model license
- Apache 2.0
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