Llama 4 Scout

Meta
Llama 4 Scout launch post cover

Cost/1M tokens

input
$0.10
output
$0.30
Context
1.3Mtokens
Released
1y ago
Size
109Bparameters

Benchmarks

DeepSWE is the primary coding benchmark where an exact model evaluation exists. Arena leaderboards and other sourced evaluations appear below; missing scores are not zero.

How it ranks

Against its predecessor, similarly priced models and the models ranked around it.

DeepSWE 1.1

Best pass@1 per model · Higher is better

Not evaluated in DeepSWE 1.1

Arena Text

Best Arena rating per model · Higher is better

Arena #264

  1. 1393
    Step 3.5 FlashSimilar price
  2. 1382
  3. 1365
    Gemma 3 27BSimilar price
  4. 1364
    GLM 4.7 FlashSimilar price
  5. 1325
    Claude Haiku 3.5Nearby rank
  6. 1322
    GPT-4.1 NanoNearby rank
  7. 1322
    Llama 4 Scout
  8. 1321
    Molmo 2 8BNearby rank
  9. 1318

Level with Llama 3.3 70B Instruct (predecessor, overlapping 95% CIs) · Ahead of 0 of 4 similarly priced models

Arena WebDev

Best Arena rating per model · Higher is better

Not ranked on Arena WebDev yet

Arena Vision

Best Arena rating per model · Higher is better

Arena #127

  1. 1248
    MiMo-V2.6-FlashSimilar price
  2. 1160
    Gemma 3 27BSimilar price
  3. 1147
    GPT-5 NanoSimilar price
  4. 1145
    Llama 4 MaverickNearby rank
  5. 1140
  6. 1128
    Llama 4 Scout
  7. 1127
    Claude Haiku 3.5Nearby rank
  8. 1127
  9. 1019
    Nova Lite 1.0Similar price

Ahead of 1 of 4 similarly priced models

Arena Search

Best Arena rating per model · Higher is better

Not ranked on Arena Search yet

Agent Arena

Best IPS score per model · Higher is better

Not ranked on Agent Arena yet

ARC-AGI-2

Best score per model · Higher is better

#78 of 85

  1. 61.4%
  2. 61.3%
    Claude Haiku 5.5Similar price
  3. 2.6%
    GPT-5 NanoSimilar price
  4. 0.0%
  5. 0.0%
    Llama 4 MaverickNearby rank
  6. 0.0%
    Llama 4 Scout
  7. 0.0%
    Magistral SmallNearby rank
  8. 0.0%
    GPT-4.1 MiniNearby rank
  9. 0.0%
    GPT-4.1 NanoSimilar price

Ahead of 0 of 4 similarly priced models

FrontierMath-2025-02-28-Private

Best score per model · Higher is better

#58 of 58

  1. 8.3%
    GPT-5 NanoSimilar price
  2. 6.2%
    Qwen3.5-FlashSimilar price
  3. 1.0%
    GPT-4.1 NanoSimilar price
  4. 0.3%
  5. 0.3%
  6. 0.0%
    Llama 4 Scout

Ahead of 0 of 3 similarly priced models

GPQA diamond

Best score per model · Higher is better

#132 of 161

  1. 69.4%
    GPT-5 NanoSimilar price
  2. 63.8%
    Qwen3 14BSimilar price
  3. 60.5%
    GLM 4.7 FlashSimilar price
  4. 55.6%
  5. 55.3%
  6. 51.8%
    Llama 4 Scout
  7. 51.3%
  8. 49.2%
  9. 47.7%
    Gemma 3 27BSimilar price
  10. 47.4%

+4.4 pts vs Llama 3.3 70B Instruct (predecessor) · Ahead of 1 of 4 similarly priced models

OTIS Mock AIME 2024-2025

Best score per model · Higher is better

#139 of 158

  1. 81.1%
    GPT-5 NanoSimilar price
  2. 66.4%
    Qwen3 14BSimilar price
  3. 58.3%
    GLM 4.7 FlashSimilar price
  4. 22.5%
    Gemma 3 27BSimilar price
  5. 8.5%
  6. 8.1%
  7. 7.8%
    Llama 4 Scout
  8. 7.8%
  9. 7.5%
    Gemma 3 4BNearby rank
  10. 5.1%

+2.6 pts vs Llama 3.3 70B Instruct (predecessor) · Ahead of 0 of 4 similarly priced models

Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.

All published scores

Benchmark compilation: Epoch AI, Capabilities & benchmarking (CC BY attribution). Scores are converted to percentages and model names matched to the Vertical Tabs catalog. Individual evaluations are credited to their original sources. External results may carry separate licences and evaluation configurations; do not interpret scores from different harnesses as directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

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