Model comparison

o1 vs Phi-2

o1 has enough public results to be ranked (#143); Phi-2 does not yet, so treat this comparison as directional.

Last verified . 3 shared benchmarks.

o1 OpenAI

40.9

Rank #143 Confirmed

Phi-2 Microsoft

—

Unranked

Summary

  • They share 3 benchmarks with published results for both.
  • Phi-2 has downloadable open weights; the other is API-only.

Side by side

o1 and Phi-2 specifications
o1Phi-2
ProviderOpenAIMicrosoft
Noometry Index40.9—
Released2024-09-122023-12-12
WeightsProprietaryOpen
Context window200K—
Max output100K—
Input $ / M tokens$15—
Output $ / M tokens$60—
Results tracked5211

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Category by category

Coding Not comparable

o1: 46.1 (#70), Phi-2: —

Coding benchmarks
Benchmarko1Phi-2
HumanEval+89%45.1%
MBPP+80.2%54.2%
Aider Polyglot61.7%—
WeirdML47.6%—
LiveBench Coding69.7%—
LMArena Coding1367—
CadEval56%—

Agentic & Tool Use Not comparable

o1: 24.6 (#117), Phi-2: —

Agentic & Tool Use benchmarks
Benchmarko1Phi-2
Cybench10%—
METR Time Horizons51.1%—

Reasoning Not comparable

o1: 27.9 (#111), Phi-2: —

Reasoning benchmarks
Benchmarko1Phi-2
Epoch Capabilities Index141.91107.94
SimpleBench41.7%—
ARC-AGI-130.7%—
Chess Puzzles15%—
EnigmaEval5.7%—
LiveBench Reasoning91.6%—
LMArena Hard Prompts1371—
DTBench74.7%—
LiveBench Data Analysis65.5%—
LMCA22.3%—
Adversarial NLI—42.5%
BIG-Bench Hard—59.4%
HellaSwag—53.6%
LiveBench75.7%—
WinoGrande—54.7%

Math Not comparable

o1: 36.1 (#175), Phi-2: —

Math benchmarks
Benchmarko1Phi-2
FrontierMath (Tiers 1-3)14.7%—
OTIS Mock AIME 2024-202573.3%—
LiveBench Math80.3%—
LMArena Math1388—
MATH Level 594.7%—
FrontierMath (Feb 2025 set)9.3%—

Knowledge Not comparable

o1: 41.5 (#110), Phi-2: —

Knowledge benchmarks
Benchmarko1Phi-2
GPQA Diamond76.8%—
Humanity's Last Exam8%—
SimpleQA Verified41.1%—
Confabulations11.7%—
LMArena Expert1361—
ARC (AI2) Challenge—75.9%
MMLU—58.4%
OpenBookQA—73.6%
TriviaQA—45.2%

Multimodal Not comparable

o1: 34.2 (#93), Phi-2: —

Multimodal benchmarks
Benchmarko1Phi-2
LMArena Vision1168—
GeoBench80%—
VPCT37%—
SpatialViz-Bench41.4%—

Multilingual Not comparable

o1: 48.6 (#142), Phi-2: —

Multilingual benchmarks
Benchmarko1Phi-2
LMArena Non-English1358—
LMArena Chinese1394—
LMArena French1344—
LMArena German1337—
LMArena Japanese1346—
LMArena Korean1396—
LMArena Russian1356—
LMArena Spanish1345—

Instruction Following Not comparable

o1: 74.8 (#86), Phi-2: —

Instruction Following benchmarks
Benchmarko1Phi-2
LiveBench Instruction Following81.5%—
LMArena Instruction Following1367—

Long Context Not comparable

o1: 50.3 (#9), Phi-2: —

Long Context benchmarks
Benchmarko1Phi-2
Fiction.LiveBench83.3%—
LMArena Longer Query1378—

Writing & Preference Not comparable

o1: 55.6 (#144), Phi-2: —

Writing & Preference benchmarks
Benchmarko1Phi-2
LMArena Text1366—
LMArena Creative Writing1348—
Short-Story Creative Writing70.2%—
LMArena Multi-Turn1369—
LiveBench Language65.4%—

Frequently asked questions

Is o1 better than Phi-2?

o1 has enough public results to be ranked (#143); Phi-2 does not yet, so treat this comparison as directional.

How many benchmarks do o1 and Phi-2 share?

3 benchmarks have published results for both models. o1 has 52 scored results on Noometry and Phi-2 has 11.

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