Model comparison

Grok 4.20 (Non-Reasoning) vs phi-3-medium 14B

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 29.7 on the Noometry Index.

Last verified . 2 shared benchmarks.

Grok 4.20 (Non-Reasoning) xAI

48.6

Rank #54 Confirmed

phi-3-medium 14B Microsoft

29.7

Rank #306 Reported

Summary

  • They share 2 benchmarks with published results for both. Grok 4.20 (Non-Reasoning) scores higher in 3 categories and phi-3-medium 14B in 0 categories; 3 gaps are clear of the uncertainty.
  • The widest gap is in knowledge, where Grok 4.20 (Non-Reasoning) leads 52.8 to 9.1.
  • The biggest single-benchmark swing is GPQA Diamond: 89.3% for Grok 4.20 (Non-Reasoning) and 27.6% for phi-3-medium 14B.
  • phi-3-medium 14B has downloadable open weights; the other is API-only.

Side by side

Grok 4.20 (Non-Reasoning) and phi-3-medium 14B specifications
Grok 4.20 (Non-Reasoning)phi-3-medium 14B
ProviderxAIMicrosoft
Noometry Index48.629.7
Released2026-02-172024-04-23
WeightsProprietaryOpen
Context window1M—
Max output30K—
Input $ / M tokens$1.25—
Output $ / M tokens$2.50—
Results tracked4613

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Category by category

Coding Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 42.1 (#112), phi-3-medium 14B: 36.8 (#201)

Coding benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
LMArena WebDev1375—
WeirdML52.3%—
BigCodeBench Instruct—37.6%
LMArena Coding1459—
BigCodeBench Complete—48.7%
ALE-Bench1,150—

Agentic & Tool Use Not comparable

Grok 4.20 (Non-Reasoning): 34.4 (#46), phi-3-medium 14B: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
Terminal-Bench57.3%—
τ²-bench Banking18%—
LMArena Search1189—
Vending-Bench 24,663—

Reasoning Not comparable

Grok 4.20 (Non-Reasoning): 52.3 (#32), phi-3-medium 14B: —

Reasoning benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
Epoch Capabilities Index151.98121.23
ARC-AGI-265.1%—
Kagi LLM Benchmark75%—
NYT Connections (extended)85.4%—
ARC-AGI-189.5%—
Chess Puzzles24%—
Thematic Generalization63.8%—
LMArena Hard Prompts1451—
DTBench90.1%—
LMCA38.7%—
Adversarial NLI—55.8%
BIG-Bench Hard—81.4%
ForecastBench61.4—
HellaSwag—82.4%
WinoGrande—81.5%

Math Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 48.2 (#65), phi-3-medium 14B: 27.3 (#250)

Math benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
FrontierMath (Tiers 1-3)44.9%—
FrontierMath Tier 417.1%—
OTIS Mock AIME 2024-202592.2%—
ProofBench14%—
LMArena Math1455—
MATH Level 5—17.6%

Knowledge Grok 4.20 (Non-Reasoning) leads

Grok 4.20 (Non-Reasoning): 52.8 (#60), phi-3-medium 14B: 9.1 (#306)

Knowledge benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
GPQA Diamond89.3%27.6%
SimpleQA Verified30.2%—
LMArena Expert1439—
ARC (AI2) Challenge—91.6%
MMLU—78%
OpenBookQA—87.4%
TriviaQA—73.9%

Multimodal Not comparable

Grok 4.20 (Non-Reasoning): 33.3 (#98), phi-3-medium 14B: —

Multimodal benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
LMArena Vision1263—
Blueprint-Bench 20%—
LMArena Document1416—

Multilingual Not comparable

Grok 4.20 (Non-Reasoning): 54.5 (#40), phi-3-medium 14B: —

Multilingual benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
LMArena Non-English1441—
LMArena Chinese1481—
LMArena French1476—
LMArena German1465—
LMArena Japanese1449—
LMArena Korean1417—
LMArena Russian1458—
LMArena Spanish1443—

Instruction Following Not comparable

Grok 4.20 (Non-Reasoning): 74.8 (#83), phi-3-medium 14B: —

Instruction Following benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
LMArena Instruction Following1420—

Long Context Not comparable

Grok 4.20 (Non-Reasoning): 45.5 (#34), phi-3-medium 14B: —

Long Context benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
CL-bench22.2%—
CL-bench Life11.9%—
LMArena Longer Query1437—

Writing & Preference Not comparable

Grok 4.20 (Non-Reasoning): 65.7 (#44), phi-3-medium 14B: —

Writing & Preference benchmarks
BenchmarkGrok 4.20 (Non-Reasoning)phi-3-medium 14B
LMArena Text1451—
LMArena Creative Writing1438—
EQ-Bench Creative Writing1574—
LMArena Multi-Turn1456—

Frequently asked questions

Is Grok 4.20 (Non-Reasoning) better than phi-3-medium 14B?

Grok 4.20 (Non-Reasoning) is the stronger model overall, scoring 48.6 to 29.7 on the Noometry Index.

Is Grok 4.20 (Non-Reasoning) or phi-3-medium 14B better for coding?

Grok 4.20 (Non-Reasoning) scores higher on coding benchmarks: 42.1 versus 36.8 in the Noometry coding category.

How many benchmarks do Grok 4.20 (Non-Reasoning) and phi-3-medium 14B share?

2 benchmarks have published results for both models. Grok 4.20 (Non-Reasoning) has 46 scored results on Noometry and phi-3-medium 14B has 13.

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