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AI models
microsoft

Phi-3-mini-128k-instruct

AI model

Context window
131,072 tokens
Open weights
Yes

Capability & preference

Human preference · Arena

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

Phi-3-mini-128k-instruct 1050.4 Phi-3 Mini 128K Instruct · 95% interval 1043.1–1057.6 · 20,685 votes · 2026-10-28

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 · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,016.23 rating

Confidence interval: 1,000.36 – 1,032.10

2016 votes

Category
chinese
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,039.15 rating

Confidence interval: 1,026.35 – 1,051.95

3886 votes

Category
coding
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,023.89 rating

Confidence interval: 1,009.97 – 1,037.82

2949 votes

Category
creative_writing
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,082.93 rating

Confidence interval: 1,074.00 – 1,091.86

12596 votes

Category
english
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

844.53 rating

Confidence interval: 832.00 – 857.05

13845 votes

Category
exclude_ties
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

983.72 rating

Confidence interval: 963.53 – 1,003.91

1095 votes

Category
expert
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,039.29 rating

Confidence interval: 1,004.22 – 1,074.37

372 votes

Category
french
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,006.05 rating

Confidence interval: 981.37 – 1,030.73

727 votes

Category
german
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,027.89 rating

Confidence interval: 1,017.17 – 1,038.60

6167 votes

Category
hard_prompts
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,051.13 rating

Confidence interval: 1,038.74 – 1,063.51

4149 votes

Category
hard_prompts_english
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

990.00 rating

Confidence interval: 974.12 – 1,005.87

2085 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,009.01 rating

Confidence interval: 995.16 – 1,022.85

2922 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,006.22 rating

Confidence interval: 984.23 – 1,028.22

1033 votes

Category
industry_legal_and_government
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,022.71 rating

Confidence interval: 1,009.15 – 1,036.28

3426 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,082.74 rating

Confidence interval: 1,069.05 – 1,096.44

2569 votes

Category
industry_mathematical
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

995.77 rating

Confidence interval: 974.34 – 1,017.20

1114 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,033.62 rating

Confidence interval: 1,022.39 – 1,044.85

6056 votes

Category
industry_software_and_it_services
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,040.25 rating

Confidence interval: 1,028.61 – 1,051.90

4627 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,022.68 rating

Confidence interval: 1,012.57 – 1,032.78

7368 votes

Category
instruction_following
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

899.25 rating

Confidence interval: 867.32 – 931.18

385 votes

Category
japanese
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

855.99 rating

Confidence interval: 816.14 – 895.85

260 votes

Category
korean
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

995.44 rating

Confidence interval: 979.67 – 1,011.21

2074 votes

Category
longer_query
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,089.01 rating

Confidence interval: 1,075.87 – 1,102.15

2813 votes

Category
math
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

988.89 rating

Confidence interval: 973.37 – 1,004.40

2507 votes

Category
multi_turn
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,000.28 rating

Confidence interval: 990.45 – 1,010.11

8089 votes

Category
non_english
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,050.36 rating

Confidence interval: 1,043.15 – 1,057.58

20685 votes

Category
overall
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,003.72 rating

Confidence interval: 987.93 – 1,019.50

1800 votes

Category
russian
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-28 · rating

Phi-3-mini-128k-instruct

1,058.52 rating

Confidence interval: 1,024.20 – 1,092.83

366 votes

Category
spanish
Evaluated configuration
Phi-3 Mini 128K Instruct
Evaluation type
human preference
Arena text preference / chinesehuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,016.28 rating

Confidence interval: 1,000.41 – 1,032.16

2016 votes

Category
chinese
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / codinghuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,039.25 rating

Confidence interval: 1,026.45 – 1,052.05

3886 votes

Category
coding
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / creative_writinghuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,024.05 rating

Confidence interval: 1,010.12 – 1,037.98

2949 votes

Category
creative_writing
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / englishhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,082.88 rating

Confidence interval: 1,073.94 – 1,091.81

12596 votes

Category
english
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / exclude_tieshuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

844.54 rating

Confidence interval: 832.01 – 857.06

13845 votes

Category
exclude_ties
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / experthuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

983.76 rating

Confidence interval: 963.57 – 1,003.96

1095 votes

Category
expert
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / frenchhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,038.97 rating

Confidence interval: 1,003.87 – 1,074.08

372 votes

Category
french
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / germanhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,006.05 rating

Confidence interval: 981.41 – 1,030.69

727 votes

Category
german
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / hard_promptshuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,027.88 rating

Confidence interval: 1,017.16 – 1,038.59

6167 votes

Category
hard_prompts
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / hard_prompts_englishhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,051.01 rating

Confidence interval: 1,038.63 – 1,063.40

4149 votes

Category
hard_prompts_english
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_business_and_management_and_financial_operationshuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

990.04 rating

Confidence interval: 974.16 – 1,005.92

2085 votes

Category
industry_business_and_management_and_financial_operations
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_entertainment_and_sports_and_mediahuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,009.07 rating

Confidence interval: 995.22 – 1,022.91

2922 votes

Category
industry_entertainment_and_sports_and_media
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_legal_and_governmenthuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,005.97 rating

Confidence interval: 983.97 – 1,027.97

1033 votes

Category
industry_legal_and_government
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_life_and_physical_and_social_sciencehuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,022.69 rating

Confidence interval: 1,009.12 – 1,036.26

3426 votes

Category
industry_life_and_physical_and_social_science
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_mathematicalhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,082.74 rating

Confidence interval: 1,069.04 – 1,096.43

2569 votes

Category
industry_mathematical
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_medicine_and_healthcarehuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

995.83 rating

Confidence interval: 974.40 – 1,017.27

1114 votes

Category
industry_medicine_and_healthcare
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_software_and_it_serviceshuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,033.70 rating

Confidence interval: 1,022.47 – 1,044.93

6056 votes

Category
industry_software_and_it_services
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / industry_writing_and_literature_and_languagehuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,040.32 rating

Confidence interval: 1,028.67 – 1,051.96

4627 votes

Category
industry_writing_and_literature_and_language
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / instruction_followinghuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,022.69 rating

Confidence interval: 1,012.58 – 1,032.79

7368 votes

Category
instruction_following
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / japanesehuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

899.08 rating

Confidence interval: 867.19 – 930.97

385 votes

Category
japanese
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / koreanhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

856.04 rating

Confidence interval: 816.19 – 895.88

260 votes

Category
korean
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / longer_queryhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

995.48 rating

Confidence interval: 979.71 – 1,011.26

2074 votes

Category
longer_query
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / mathhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,088.97 rating

Confidence interval: 1,075.84 – 1,102.11

2813 votes

Category
math
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / multi_turnhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

988.88 rating

Confidence interval: 973.36 – 1,004.40

2507 votes

Category
multi_turn
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / non_englishhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,000.37 rating

Confidence interval: 990.54 – 1,010.20

8089 votes

Category
non_english
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / overallhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,050.35 rating

Confidence interval: 1,043.13 – 1,057.57

20685 votes

Category
overall
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / russianhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,003.87 rating

Confidence interval: 988.08 – 1,019.66

1800 votes

Category
russian
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference
Arena text preference / spanishhuman preference · 2026-10-15 · rating

Phi-3-mini-128k-instruct

1,058.44 rating

Confidence interval: 1,024.09 – 1,092.78

366 votes

Category
spanish
Evaluated configuration
phi-3-mini-128k-instruct
Evaluation type
human preference

Run it locally

Inference · memory estimate

Phi-3-mini-128k-instruct

7.1 GiB checkpoint tensor payload · 3.82 B stored tensor elements · BF16

Stored tensors can include buffers and repeated shared weights. A verified unique parameter count is unavailable. Checkpoint size is not the memory required to run the model.

Capabilities

Context window
131,072 tokens
Open weights
Yes
Model license
mit
Checkpoint tensor payload
7.12 GiB

Input modalities

  • text

Output modalities

  • text

Processing & platform

Architecture
phi3