Model comparison

Llama 2-7B vs Step 3.5 Flash

Step 3.5 Flash is the stronger model overall, scoring 42.3 to 29.1 on the Noometry Index.

Last verified . 15 shared benchmarks.

Llama 2-7B Meta

29.1

Rank #317 Confirmed

Step 3.5 Flash StepFun

42.3

Rank #116 Confirmed

Summary

  • They share 15 benchmarks with published results for both. Llama 2-7B scores higher in 0 categories and Step 3.5 Flash in 8 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in writing & preference, where Step 3.5 Flash leads 58.8 to 28.0.

Side by side

Llama 2-7B and Step 3.5 Flash specifications
Llama 2-7BStep 3.5 Flash
ProviderMetaStepFun
Noometry Index29.142.3
Released2023-07-182026-01-29
WeightsOpenOpen
Context window—256K
Max output—256K
Input $ / M tokens—$0.10
Output $ / M tokens—$0.30
Results tracked2919

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Category by category

Coding Step 3.5 Flash leads

Llama 2-7B: 29.2 (#307), Step 3.5 Flash: 42.4 (#105)

Coding benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Coding10021436

Reasoning Step 3.5 Flash leads

Llama 2-7B: 15.7 (#312), Step 3.5 Flash: 22.2 (#202)

Reasoning benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Hard Prompts10091411
NYT Connections (extended)—28.4%
Chess Puzzles0%—
BIG-Bench Hard39.2%—
Epoch Capabilities Index99.06—
HellaSwag77.2%—
LAMBADA73.3%—
PIQA78.8%—
WinoGrande69.2%—

Math Step 3.5 Flash leads

Llama 2-7B: 30.7 (#233), Step 3.5 Flash: 42.6 (#84)

Math benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Math10421408
MathArena Final-Answer Competitions—66.8%
GSM8K16.7%—

Knowledge Step 3.5 Flash leads

Llama 2-7B: 28.2 (#248), Step 3.5 Flash: 39.6 (#132)

Knowledge benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Expert10361421
ARC (AI2) Challenge45.9%—
BoolQ77.9%—
MMLU45.8%—
OpenBookQA58.6%—
TriviaQA73.7%—

Multimodal Not comparable

Llama 2-7B: —, Step 3.5 Flash: —

Multimodal benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
ScienceQA43.1%—

Multilingual Step 3.5 Flash leads

Llama 2-7B: 23.8 (#293), Step 3.5 Flash: 50.5 (#119)

Multilingual benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Non-English9731385
LMArena Chinese9731447
LMArena French9701421
LMArena German9781405
LMArena Russian9951385
LMArena Spanish10071419
LMArena Japanese—1354
LMArena Korean—1352

Instruction Following Step 3.5 Flash leads

Llama 2-7B: 50.8 (#298), Step 3.5 Flash: 73.1 (#124)

Instruction Following benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Instruction Following10061385

Long Context Step 3.5 Flash leads

Llama 2-7B: 30.4 (#287), Step 3.5 Flash: 42.8 (#117)

Long Context benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Longer Query9991402

Writing & Preference Step 3.5 Flash leads

Llama 2-7B: 28.0 (#298), Step 3.5 Flash: 58.8 (#113)

Writing & Preference benchmarks
BenchmarkLlama 2-7BStep 3.5 Flash
LMArena Text10531403
LMArena Creative Writing10331357
LMArena Multi-Turn10291405

Frequently asked questions

Is Llama 2-7B better than Step 3.5 Flash?

Step 3.5 Flash is the stronger model overall, scoring 42.3 to 29.1 on the Noometry Index.

Is Llama 2-7B or Step 3.5 Flash better for coding?

Step 3.5 Flash scores higher on coding benchmarks: 42.4 versus 29.2 in the Noometry coding category.

How many benchmarks do Llama 2-7B and Step 3.5 Flash share?

15 benchmarks have published results for both models. Llama 2-7B has 29 scored results on Noometry and Step 3.5 Flash has 19.

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