BenchLeader
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Hermes 4 - Llama-3.1 405B

Best configuration ranks #423 of 610 on the BenchLeader Index at 44.1 ±3.8. Released 27 Aug 2025.

Blended price
$1.50/M
$1.00 in · $3.00 out
Output speed
43 tok/s
First answer
2.40 s
first token 2.40 s
Context
128k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index44
  2. Agents & tools42
  3. Knowledge48
  4. Instruction following38
  5. Long context36
  6. Composite38

Reasoning-effort configurations

The same model behaves differently depending on how much it is allowed to think. Each row is one setting, scored only on the benchmarks that were run at that setting. “Default” means the publisher did not say which setting was used.

EffortIndexRankSpeedFirst answerChat reply costCategories
thinking43.9#43043 tok/s49 s$0.0013Agents & tools 43 · Composite 38 · Instruction following 36 · Knowledge 47 · Long context 36
defaultbest44.1#42343 tok/s2.40 s$0.0013Agents & tools 42 · Composite 38 · Instruction following 38 · Knowledge 48 · Long context 36

Benchmark results

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

BenchmarkthinkingdefaultSource
GPQA Diamond (AA)not in index72.7%#26453.6%#390Artificial Analysis
Humanity's Last Exam (AA)not in index10.9%#2424.2%#441Artificial Analysis

Agents & tools

BenchmarkthinkingdefaultSource
Terminal-Bench Hard11.4%#2079.8%#220Artificial Analysis
τ²-Bench Telecom (AA)not in index22.2%#30026.6%#271Artificial Analysis

Knowledge

BenchmarkthinkingdefaultSource
AA-Omniscience-36.0#237-33.3#228Artificial Analysis

Instruction following

BenchmarkthinkingdefaultSource
IFBench32.7%#32334.8%#298Artificial Analysis

Long context

BenchmarkthinkingdefaultSource
AA-LCR22.3%#35022.0%#352Artificial Analysis

Composite

BenchmarkthinkingdefaultSource
AA Intelligence Index7.5#3927.4#397Artificial Analysis

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.00139.3 s
Summarise a 30-page report12,000 / 600$0.01416.3 s
Code edit6,000 / 1,500$0.01137.0 s
Agentic coding session60,000 / 4,000$0.0721.6 min
Structured extraction2,000 / 200$0.00267.0 s

See also

Data as of 9 Sept 2026. Compare these configurations.