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ChatGPT-4o Latest (20250326)

Model evaluation

Capability & preference

Human preference · Arena

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

ChatGPT-4o Latest (20250326) 1428.5 ChatGPT-4o Latest (20250326) · 95% interval 1425.7–1431.3 · 81,663 votes · 2026-11-09

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 · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,456.33 rating

Confidence interval: 1,448.43 – 1,464.23

5839 votes

Category
chinese
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,412.95 rating

Confidence interval: 1,407.90 – 1,418.00

15835 votes

Category
coding
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,405.12 rating

Confidence interval: 1,399.24 – 1,411.01

11470 votes

Category
creative_writing
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,434.50 rating

Confidence interval: 1,430.72 – 1,438.28

37150 votes

Category
english
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,421.15 rating

Confidence interval: 1,417.26 – 1,425.05

58234 votes

Category
exclude_ties
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,400.41 rating

Confidence interval: 1,391.64 – 1,409.17

4580 votes

Category
expert
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,446.25 rating

Confidence interval: 1,429.79 – 1,462.71

1397 votes

Category
french
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,423.18 rating

Confidence interval: 1,408.72 – 1,437.64

1775 votes

Category
german
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,424.13 rating

Confidence interval: 1,420.45 – 1,427.80

38282 votes

Category
hard_prompts
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,428.42 rating

Confidence interval: 1,423.48 – 1,433.36

17225 votes

Category
hard_prompts_english
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,425.41 rating

Confidence interval: 1,419.86 – 1,430.96

13556 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,409.18 rating

Confidence interval: 1,403.91 – 1,414.45

14790 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,444.81 rating

Confidence interval: 1,436.49 – 1,453.13

5288 votes

Category
industry_legal_and_government
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,442.16 rating

Confidence interval: 1,436.69 – 1,447.64

13665 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,406.45 rating

Confidence interval: 1,398.03 – 1,414.88

4874 votes

Category
industry_mathematical
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,454.21 rating

Confidence interval: 1,445.17 – 1,463.24

4590 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,428.64 rating

Confidence interval: 1,424.43 – 1,432.85

26574 votes

Category
industry_software_and_it_services
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,414.78 rating

Confidence interval: 1,409.93 – 1,419.63

18492 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,403.20 rating

Confidence interval: 1,398.82 – 1,407.58

22875 votes

Category
instruction_following
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,405.19 rating

Confidence interval: 1,387.39 – 1,423.00

1282 votes

Category
japanese
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,395.62 rating

Confidence interval: 1,379.32 – 1,411.93

1375 votes

Category
korean
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,412.56 rating

Confidence interval: 1,407.69 – 1,417.44

17718 votes

Category
longer_query
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,407.16 rating

Confidence interval: 1,399.47 – 1,414.86

5759 votes

Category
math
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,454.19 rating

Confidence interval: 1,448.73 – 1,459.65

14254 votes

Category
multi_turn
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,418.91 rating

Confidence interval: 1,415.41 – 1,422.41

44457 votes

Category
non_english
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,428.49 rating

Confidence interval: 1,425.69 – 1,431.28

81663 votes

Category
overall
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / polishhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,447.69 rating

Confidence interval: 1,437.16 – 1,458.22

3616 votes

Category
polish
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,429.31 rating

Confidence interval: 1,422.62 – 1,436.00

7784 votes

Category
russian
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-11-09 · rating

ChatGPT-4o Latest (20250326)

1,433.78 rating

Confidence interval: 1,419.87 – 1,447.69

1912 votes

Category
spanish
Evaluated configuration
ChatGPT-4o Latest (20250326)
Evaluation type
human preference

Run it locally

Inference · memory estimate

ChatGPT-4o Latest (20250326)

Not enough verified architecture information for a reliable VRAM estimate.

Capabilities

Model license
Proprietary