BenchLeader

Llama 3.1 405B

Llama 3.1 405B is a Meta open-weights model, released 23 Jul 2024. Its best configuration ranks #580 of 785 on the BenchLeader Index at 42.9 ±3.4, in the lower half. The ± is the point: 285 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 knowledge (54) and lowest in coding (35). Last measured 22 Oct 2026.

Blended price
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Output speed
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First answer
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Context
128k
Full answer
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Cost per run
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Released
23 Jul 2024
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index43
  2. Reasoning38
  3. Coding35
  4. Agents & tools38
  5. Maths42
  6. Knowledge54
  7. Instruction following46
  8. Human preference50
  9. Long context37
  10. Composite38

Versions

Meta has shipped 2 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.

ModelReleasedIndexRank
Llama 3.1 405Bthis page23 Jul 202442.9#580
Llama 3 405B–––

How its index has moved

8 Sept 2026 to 18 Oct 2026
394347

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.

Coding

Benchmarknot statedSourceTrend
WeirdML21.4%#141WeirdML
Arena Coding1376#218Arena (LMArena)
SWE-Bench Pro11.2%#21Scale AI SEAL
SWE-Bench Pro (private)not in index11.2%#21Scale AI SEAL

Agents & tools

Benchmarknot statedSourceTrend
Cybench7.5%#18Cybench
Terminal-Bench Hard6.8%#249Artificial Analysis
τ²-Bench Telecom (AA)not in index19.0%#343Artificial Analysis
TheAgentCompanynot in index7.4%#9TheAgentCompany

Knowledge

Instruction following

Human preference

Benchmarknot statedSourceTrend
Arena Text1336#220Arena (LMArena)
Arena Creative Writingnot in index1305#212Arena (LMArena)
Arena Multi-turnnot in index1340#206Arena (LMArena)
Arena Longer Queriesnot in index1329#228Arena (LMArena)

Long context

Benchmarknot statedSourceTrend
AA-LCR25.3%#411Artificial Analysis

Safety & honesty

Benchmarknot statedSourceTrend
FORTRESSnot in index20.6%#37Scale AI SEAL
MASKnot in index61.4%#35Scale AI SEAL

More from Meta

New this month

See also

Questions people ask

What are Llama 3.1 405B's benchmark scores?
As of 25 Oct 2026, Llama 3.1 405B scores 42.9 ±3.4 on the BenchLeader Index, strongest in knowledge (54) and weakest in coding (35). That rests on 20 independent benchmark results, and every score on this page links to its publisher.
How does Llama 3.1 405B rank?
Llama 3.1 405B is #580 of 785 ranked configurations on 25 Oct 2026. 285 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.
When was Llama 3.1 405B released?
Meta released Llama 3.1 405B on 23 Jul 2024.

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

Cite as: BenchLeader, “Llama 3.1 405B: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/llama-3-1-405b.