Model comparison

DeepSeek Coder 6.7B vs Phi 3 Mini 4k Instruct

Phi 3 Mini 4k Instruct has enough public results to be ranked (#328); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Last verified . 5 shared benchmarks.

DeepSeek Coder 6.7B DeepSeek

37.6

Unranked Sparse

Phi 3 Mini 4k Instruct Microsoft

27.9

Rank #328 Confirmed

Summary

  • They share 5 benchmarks with published results for both. DeepSeek Coder 6.7B scores higher in 1 category and Phi 3 Mini 4k Instruct in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in coding, where DeepSeek Coder 6.7B leads 35.8 to 26.6.

Side by side

DeepSeek Coder 6.7B and Phi 3 Mini 4k Instruct specifications
DeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
ProviderDeepSeekMicrosoft
Noometry Index37.627.9
Released2023-11-022024-04-23
WeightsOpenOpen
Context window——
Max output——
Input $ / M tokens——
Output $ / M tokens——
Results tracked935

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Category by category

Coding DeepSeek Coder 6.7B leads

DeepSeek Coder 6.7B: 35.8 (#219), Phi 3 Mini 4k Instruct: 26.6 (#323)

Coding benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
HumanEval+71.3%59.1%
MBPP+65.6%54.2%
BigCodeBench Instruct35.5%—
LiveBench Coding—15.5%
LMArena Coding—1093
BigCodeBench Complete43.8%—

Reasoning Not comparable

DeepSeek Coder 6.7B: —, Phi 3 Mini 4k Instruct: 14.1 (#328)

Reasoning benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
WinoGrande57.6%70.8%
Chess Puzzles—0%
LiveBench Reasoning—26.8%
LMArena Hard Prompts—1072
LiveBench Data Analysis—34.7%
Adversarial NLI—52.8%
BIG-Bench Hard—71.7%
Epoch Capabilities Index89.62—
HellaSwag—76.7%
LiveBench—22.4%

Math Not comparable

DeepSeek Coder 6.7B: —, Phi 3 Mini 4k Instruct: 26.6 (#257)

Math benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
LiveBench Math—15.7%
LMArena Math—1111
GSM8K21.3%—

Knowledge Not comparable

DeepSeek Coder 6.7B: —, Phi 3 Mini 4k Instruct: 28.5 (#246)

Knowledge benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
ARC (AI2) Challenge36.4%84.9%
MMLU36.4%68.8%
LMArena Expert—1045
OpenBookQA—88%
TriviaQA—64%

Multilingual Not comparable

DeepSeek Coder 6.7B: —, Phi 3 Mini 4k Instruct: 26.3 (#280)

Multilingual benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
LMArena Non-English—1021
LMArena Chinese—1021
LMArena French—1076
LMArena German—1044
LMArena Japanese—935
LMArena Korean—905
LMArena Russian—1022
LMArena Spanish—1085

Instruction Following Not comparable

DeepSeek Coder 6.7B: —, Phi 3 Mini 4k Instruct: 47.7 (#303)

Instruction Following benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
LiveBench Instruction Following—39.1%
LMArena Instruction Following—1053

Long Context Not comparable

DeepSeek Coder 6.7B: —, Phi 3 Mini 4k Instruct: 31.7 (#276)

Long Context benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
LMArena Longer Query—1044

Writing & Preference Not comparable

DeepSeek Coder 6.7B: —, Phi 3 Mini 4k Instruct: 27.6 (#300)

Writing & Preference benchmarks
BenchmarkDeepSeek Coder 6.7BPhi 3 Mini 4k Instruct
LMArena Text—1073
LMArena Creative Writing—1037
LMArena Multi-Turn—1018
LiveBench Language—9.2%

Frequently asked questions

Is DeepSeek Coder 6.7B better than Phi 3 Mini 4k Instruct?

Phi 3 Mini 4k Instruct has enough public results to be ranked (#328); DeepSeek Coder 6.7B does not yet, so treat this comparison as directional.

Is DeepSeek Coder 6.7B or Phi 3 Mini 4k Instruct better for coding?

DeepSeek Coder 6.7B scores higher on coding benchmarks: 35.8 versus 26.6 in the Noometry coding category.

How many benchmarks do DeepSeek Coder 6.7B and Phi 3 Mini 4k Instruct share?

5 benchmarks have published results for both models. DeepSeek Coder 6.7B has 9 scored results on Noometry and Phi 3 Mini 4k Instruct has 35.

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