What are Llama Llama 4 Scout 17B 16e's benchmark scores?

As of 25 Oct 2026, Llama Llama 4 Scout 17B 16e scores 36.5 ±6.0 on the BenchLeader Index, strongest in maths (39) and weakest in coding (25). That rests on 8 independent benchmark results, and every score on this page links to its publisher.

How does Llama Llama 4 Scout 17B 16e rank?

Llama Llama 4 Scout 17B 16e is #747 of 785 ranked configurations on 25 Oct 2026. 207 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.

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Llama Llama 4 Scout 17B 16e

Llama Llama 4 Scout 17B 16e is a Meta proprietary model. Its best configuration ranks #747 of 785 on the BenchLeader Index at 36.5 ±6.0, in the lower half. The ± is the point: 207 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in maths (39) and lowest in coding (25). Last measured 13 Oct 2026.

Blended price: –
Output speed: –
First answer: –
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Full answer: –
Cost per run: –
Released: –; date not published by our sources

How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.

Overall index37
Coding25
Maths39
Knowledge30

How its index has moved

9 Sept 2026 to 22 Sept 2026

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmark	not stated	Source
GPQA Diamond (Vals)not in index	47.0%#120	Vals AI

Coding

Benchmark	not stated	Source
LiveCodeBench	38.5%#126	Vals AI

Maths

Benchmark	not stated	Source
AIME (Vals)	19.0%#77	Vals AI
MGSM	88.0%#52	Vals AI
MATH 500not in index	79.2%#38	Vals AI

Knowledge

Benchmark	not stated	Source
MMLU-Pro	69.6%#115	Vals AI
LegalBench	72.0%#113	Vals AI
CorpFin	46.8%#105	Vals AI
TaxEval	55.2%#132	Vals AI
MedQA	50.9%#88	Vals AI
MedCodenot in index	23.3%#100	Vals AI
MedScribenot in index	50.6%#104	Vals AI

Multimodal

Benchmark	not stated	Source
MMMU-Pro (Vals)not in index	58.8%#82	Vals AI
MortgageTaxnot in index	57.8%#69	Vals AI
SAGEnot in index	34.8%#70	Vals AI

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Questions people ask

What are Llama Llama 4 Scout 17B 16e's benchmark scores?: As of 25 Oct 2026, Llama Llama 4 Scout 17B 16e scores 36.5 ±6.0 on the BenchLeader Index, strongest in maths (39) and weakest in coding (25). That rests on 8 independent benchmark results, and every score on this page links to its publisher.
How does Llama Llama 4 Scout 17B 16e rank?: Llama Llama 4 Scout 17B 16e is #747 of 785 ranked configurations on 25 Oct 2026. 207 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.

Data as of 25 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Llama Llama 4 Scout 17B 16e: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/llama-llama-4-scout-17b-16e.