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Code & Software Engineering

Artificial Analysis public leaderboard

SciCode

Scientific programming benchmark results published by Artificial Analysis.

Published source(opens in a new tab)

Metric

Accuracy

Results shown

167

Publisher

Artificial Analysis

Snapshot

Fetched 2026-09-08T22:57:37.545Z

167 of 167 models

A.

A.X-K2

Ag

Agnes 2.5 Pro Alpha

Ag

Agnes 2.5 Pro Beta

Ap

Apodex 1.1

Ce

Celeris-1

Claude 4.5 Haiku

Claude 4.5 Sonnet

Claude Fable 5 (with fallback)

Claude Fable 5.1 (high with fallback)

Claude Fable 5.1 (low with fallback)

Claude Fable 5.1 (max with fallback)

Claude Fable 5.1 (medium with fallback)

Claude Fable 5.1 (xhigh with fallback)

Claude Opus 4.8 (max)

Claude Opus 5 (high)

Claude Opus 5 (low)

Claude Opus 5 (max)

Claude Opus 5 (medium)

Claude Opus 5 (xhigh)

Claude Sonnet 4.6 (max)

Claude Sonnet 5 (high)

Claude Sonnet 5 (low)

Claude Sonnet 5 (max)

Claude Sonnet 5 (medium)

Claude Sonnet 5 (xhigh)

Co

Command A+

DeepSeek R1 (Jan)

DeepSeek V3 (Dec)

DeepSeek V3 0324

DeepSeek V3.1 Terminus

DeepSeek V4 Flash (high)

DeepSeek V4 Flash (max)

DeepSeek V4 Flash 0731 (max)

DeepSeek V4 Flash Vision (max)

DeepSeek V4 Pro (max)

DeepSeek V4 Pro 0813 (max)

De

Devstral 2

De

Devstral Small 2

G9

G9v3-39A5B

Gemini 2.5 Pro

Gemini 3.1 Flash-Lite

Gemini 3.1 Pro Preview

Gemini 3.5 Flash

Gemini 3.5 Flash-Lite

Gemini 3.6 Flash

Gemini 3.7 Flash (high)

Gemini 3.7 Flash (low)

Gemini 3.7 Flash (medium)

Gemini 3.8 Flash (high)

Gemini 3.8 Flash (low)

Gemini 3.8 Flash (medium)

Ge

Gemma 3 12B

Ge

Gemma 3 27B

Ge

Gemma 4 31B

GLM-5.1

GLM-5.2 (max)

GLM-5.3 (max)

GLM-5.3-Flash

GPT-5 mini (high)

GPT-5.4 mini (xhigh)

GPT-5.4 nano (xhigh)

GPT-5.5 (high)

GPT-5.5 (medium)

GPT-5.5 (xhigh)

GPT-5.5 Instant (June 2026)

GPT-5.6 Luna (high)

GPT-5.6 Luna (low)

GPT-5.6 Luna (max)

GPT-5.6 Luna (medium)

GPT-5.6 Luna (xhigh)

GPT-5.6 Sol (high)

GPT-5.6 Sol (low)

GPT-5.6 Sol (max)

GPT-5.6 Sol (medium)

GPT-5.6 Sol (xhigh)

GPT-5.6 Terra (high)

GPT-5.6 Terra (low)

GPT-5.6 Terra (max)

GPT-5.6 Terra (medium)

GPT-5.6 Terra (xhigh)

GPT-6 Astra (high)

GPT-6 Astra (low)

GPT-6 Astra (max)

GPT-6 Astra (medium)

GPT-6 Astra (Non-reasoning)

GPT-6 Astra (xhigh)

gpt-oss-120b (high)

gpt-oss-20b (high)

Gr

Granite 4.2 30B

Gr

Granite 4.2 3B

Gr

Granite 4.2 8B

Grok 4.3 (high)

Grok 4.3 (Non-reasoning)

Grok 4.5 (high)

Grok 4.6 (high)

Grok 4.6 (low)

Grok 4.6 (medium)

Grok 4.6 (xhigh)

Hy

Hy3

In

Inkling

In

Inkling Small

K-

K-EXAONE 2.0

K2

K2 Horizon 375B A23B

Kimi K2.6

Kimi K2.7 Code

Kimi K3 (low)

Kimi K3 (max)

LF

LFM2.5-2.6B

Li

Ling 3.0 Flash

Li

Ling 3.0 Tiny

Llama 4 Maverick

Llama 4 Scout

Lo

LongCat 2.0

Me

Mercury 2

MiMo-V2.5

MiMo-V2.5-Pro

Mi

MiniCPM5-2B

MiniMax-M2.7

MiniMax-M3

Mi

Ministral 3 14B

Mi

Ministral 3 3B

Mi

Ministral 3 8B

Mi

Mistral Large 3

Mi

Mistral Medium 3.1

Mi

Mistral Medium 3.5

Mi

Mistral Small 3.1

Mi

Mistral Small 3.2

Mi

Mistral Small 4

Mo

Motif 3

Muse Glimmer (high)

Muse Spark 1.1 (xhigh)

Muse Spark 1.2 (xhigh)

Muse Spark 1.3 (max)

Muse Spark 1.3 (xhigh)

Ne

Nemotron 3 Nano

Ne

Nemotron 3 Super

Ne

Nemotron 3 Ultra

Ne

Nemotron 3.5 Lightning

Ne

Nex-N2-Pro

No

North Mini Code

o3-mini (high)

Qu

Quasar 438B (max)

Qwen3 14B

Qwen3 235B A22B 2507

Qwen3 30B A3B 2507

Qwen3 32B

Qwen3 8B

Qwen3 Coder Next

Qwen3.5 122B A10B

Qwen3.5 397B A17B

Qwen3.6 27B

Qwen3.6 35B A3B

Qwen3.7 Max

Qwen3.7 Plus

Qwen3.8 2.4T A95B

Qwen3.8 27B

Qwen3.8 27B (low)

Qwen3.8 27B (medium)

Qwen3.8 27B (xhigh)

Qwen3.8 Max

Qwen3.8-Flash-Next

Ri

Ring-2.6-1T

So

Solar Open2 250B

So

Solar Pro 3

So

Solar Pro 4

St

Step 3.7 Flash

Tr

Trinity Large Thinking

167 of 167 models

Higher is better

25

50

75

100

63

Claude Fable 5.1 (max with fallback)

61

Claude Fable 5 (with fallback)

61

Claude Fable 5.1 (xhigh with fallback)

60

Gemini 3.7 Flash (medium)

60

Muse Spark 1.3 (xhigh)

59

Kimi K3 (max)

59

GLM-5.3 (max)

59

Muse Spark 1.3 (max)

59

Muse Spark 1.1 (xhigh)

59

Claude Fable 5.1 (high with fallback)

59

Gemini 3.1 Pro Preview

58

GPT-5.6 Sol (high)

57

Muse Spark 1.2 (xhigh)

57

GPT-5.6 Sol (medium)

57

Gemini 3.7 Flash (high)

57

GPT-5.6 Sol (max)

57

GPT-5.6 Sol (xhigh)

57

Claude Fable 5.1 (low with fallback)

57

Gemini 3.8 Flash (high)

56

GPT-6 Astra (max)

56

Grok 4.6 (high)

56

GPT-5.6 Sol (low)

56

Claude Fable 5.1 (medium with fallback)

56

Claude Opus 5 (max)

56

GPT-5.5 (high)

56

Grok 4.6 (medium)

56

GPT-5.5 (xhigh)

56

Claude Opus 5 (xhigh)

56

GPT-6 Astra (xhigh)

56

Gemini 3.7 Flash (low)

55

Claude Opus 5 (high)

55

GPT-6 Astra (high)

55

Gemini 3.8 Flash (medium)

55

Grok 4.5 (high)

55

GPT-5.6 Terra (max)

55

Gemini 3.8 Flash (low)

55

GPT-5.5 (medium)

54

Claude Opus 4.8 (max)

54

Claude Sonnet 5 (max)

54

Claude Sonnet 5 (high)

54

GPT-6 Astra (medium)

54

Qwen3.8 2.4T A95B

54

Claude Sonnet 5 (xhigh)

54

GPT-6 Astra (low)

54

Gemini 3.5 Flash

54

GPT-5.6 Luna (max)

53

GPT-6 Astra (Non-reasoning)

53

Gemini 3.6 Flash

53

Qwen3.8 Max

53

Grok 4.6 (xhigh)

53

Kimi K3 (low)

53

GPT-5.5 Instant (June 2026)

52

GPT-5.6 Terra (high)

52

GPT-5.6 Terra (xhigh)

52

GPT-5.4 mini (xhigh)

52

GLM-5.3-Flash

52

GPT-5.6 Luna (high)

52

Claude Sonnet 5 (medium)

52

Kimi K2.6

52

Claude Opus 5 (medium)

51

GLM-5.2 (max)

51

DeepSeek V4 Pro 0813 (max)

51

DeepSeek V4 Pro (max)

51

MiMo-V2.5-Pro

51

Qwen3.8-Flash-Next

50

GPT-5.6 Terra (medium)

50

GPT-5.6 Luna (xhigh)

50

DeepSeek V4 Flash 0731 (max)

50

Claude Sonnet 5 (low)

50

MiniMax-M2.7

50

Claude Sonnet 4.6 (max)

50

GPT-5.6 Terra (low)

50

In

Inkling Small

50

DeepSeek V4 Flash Vision (max)

50

Qwen3.7 Max

49

Grok 4.6 (low)

49

Claude Opus 5 (low)

49

Ag

Agnes 2.5 Pro Beta

49

Hy

Hy3

48

Grok 4.3 (high)

48

Qu

Quasar 438B (max)

48

So

Solar Open2 250B

48

Kimi K2.7 Code

47

GPT-5.4 nano (xhigh)

47

MiniMax-M3

47

In

Inkling

47

GPT-5.6 Luna (medium)

47

Qwen3.8 27B (xhigh)

46

Gemini 2.5 Pro

46

GPT-5.6 Luna (low)

46

Qwen3.7 Plus

46

Claude 4.5 Sonnet

45

Ap

Apodex 1.1

45

Ge

Gemma 4 31B

45

DeepSeek V4 Flash (max)

45

Ri

Ring-2.6-1T

45

Muse Glimmer (high)

45

Qwen3.5 397B A17B

45

GLM-5.1

45

So

Solar Pro 4

44

MiMo-V2.5

44

St

Step 3.7 Flash

43

Gemini 3.1 Flash-Lite

43

Ne

Nex-N2-Pro

43

Ag

Agnes 2.5 Pro Alpha

43

K2

K2 Horizon 375B A23B

43

o3-mini (high)

43

Qwen3.6 27B

42

Claude 4.5 Haiku

42

Mo

Motif 3

42

K-

K-EXAONE 2.0

42

Li

Ling 3.0 Flash

41

Qwen3 235B A22B 2507

41

Gemini 3.5 Flash-Lite

41

A.

A.X-K2

41

Tr

Trinity Large Thinking

40

Ne

Nemotron 3 Ultra

40

DeepSeek V4 Flash (high)

40

Mi

Mistral Medium 3.5

40

Qwen3.8 27B (low)

40

Qwen3.5 122B A10B

39

Grok 4.3 (Non-reasoning)

39

GPT-5 mini (high)

39

Qwen3.8 27B (medium)

39

DeepSeek V3 0324

39

gpt-oss-20b (high)

39

No

North Mini Code

39

Mi

Mistral Small 4

39

Co

Command A+

38

DeepSeek R1 (Jan)

38

DeepSeek V3.1 Terminus

38

Gr

Granite 4.2 30B

38

Me

Mercury 2

37

G9

G9v3-39A5B

37

Mi

Mistral Large 3

37

Qwen3.6 35B A3B

36

Lo

LongCat 2.0

36

Qwen3.8 27B

36

Ne

Nemotron 3 Super

36

Qwen3 Coder Next

36

Qwen3 32B

36

DeepSeek V3 (Dec)

34

gpt-oss-120b (high)

33

Qwen3 30B A3B 2507

33

De

Devstral 2

32

Mi

Mistral Medium 3.1

32

De

Devstral Small 2

32

Ne

Nemotron 3.5 Lightning

32

Llama 4 Maverick

31

Gr

Granite 4.2 8B

31

Qwen3 14B

31

Ne

Nemotron 3 Nano

29

Mi

Mistral Small 3.2

28

Qwen3 8B

28

Mi

Mistral Small 3.1

26

Mi

MiniCPM5-2B

25

So

Solar Pro 3

25

Gr

Granite 4.2 3B

24

Li

Ling 3.0 Tiny

24

Mi

Ministral 3 14B

23

Ge

Gemma 3 27B

22

Ce

Celeris-1

21

Llama 4 Scout

21

Mi

Ministral 3 8B

16

Ge

Gemma 3 12B

15

Mi

Ministral 3 3B

14

LF

LFM2.5-2.6B

List bars visualize relative performance. Plot bars use published 0–100 scores, shrink to a 1.5rem minimum, then scroll horizontally.

Scores are published snapshots and are only comparable within the same benchmark, version, metric, and evaluation configuration.

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