Model Comparison

Llama 3 8B Gradient 1048K vs Llama 3 8B Gradient 4194K

Compare the listed model data for Llama 3 8B Gradient 1048K by gradientai and Llama 3 8B Gradient 4194K by gradientai. Benchmark and pricing records are not a controlled test and may change.

Data last updated: 2026-10-16. Verify current model details with each provider.

What the listed data says

Llama 3 8B Gradient 1048K: 1,048,576 tokens; Llama 3 8B Gradient 4194K: 4,194,304 tokens. Llama 3 8B Gradient 4194K has the larger listed context window. Llama 3 8B Gradient 1048K is listed for no specific capability flags; Llama 3 8B Gradient 4194K is listed for no specific capability flags. Shared catalog benchmark entries: MMLU: Llama 3 8B Gradient 1048K 72.0%; Llama 3 8B Gradient 4194K 67.8%. These records are reference data, not a controlled head-to-head test; verify current pricing and specifications with each provider.

Computed differences from catalog data

  • The listed context windows are 1,048,576 tokens and 4,194,304 tokens; the larger is 4× the smaller.
  • On shared numeric benchmark entries, MMLU: Llama 3 8B Gradient 1048K − Llama 3 8B Gradient 4194K = +4.2 percentage points (72.0% vs 67.8%).
  • The first listed parameter quantities are 8B and 8B; the larger quantity is 1× the smaller. Total and active MoE parameters are not directly equivalent.
  • The catalog release dates are May 2024 and May 2024, about 0 months apart at the precision supplied.

Cost example: 1M input and 1M output tokens

A cost example for 1M input plus 1M output tokens cannot be calculated reliably because separate numeric input and output rates are not listed for both models.

Choose Llama 3 8B Gradient 1048K if…

Choose Llama 3 8B Gradient 1048K when your task aligns with catalog-listed uses or strengths such as Research on long-context scaling at small model sizes, 1M+ token context at 8B — remarkable for small model, YaRN context extension.

Choose Llama 3 8B Gradient 4194K if…

Choose Llama 3 8B Gradient 4194K when your task aligns with catalog-listed uses or strengths such as Extreme long-context AI research, Context scaling benchmarks, 4 million token context at 8B — research milestone, Llama 3 Community License.

gradientaiG
Llama 3 8B Gradient 1048K

Browse gradientai models

Llama-3 8B extended to a 1M-token context window by Gradient AI — read entire books, codebases, or massive log files in one prompt.

Parameters: 8B

Context: 1,048,576 tokens

Catalog pricing: Llama 3 Community License — free

gradientai General Purpose Open Source

View Llama 3 8B Gradient 1048K model profile

gradientaiG
Llama 3 8B Gradient 4194K

Browse gradientai models

Llama-3 8B extended to 4M tokens of context by Gradient AI — chat over entire libraries of documents in a single window.

Parameters: 8B

Context: 4,194,304 tokens

Catalog pricing: Llama 3 Community License — free

gradientai General Purpose Open Source

View Llama 3 8B Gradient 4194K model profile

Feature Comparison — Llama 3 8B Gradient 1048K vs Llama 3 8B Gradient 4194K

Catalog specifications for Llama 3 8B Gradient 1048K and Llama 3 8B Gradient 4194K
Specification Llama 3 8B Gradient 1048K Llama 3 8B Gradient 4194K
Provider gradientai gradientai
Parameters 8B 8B
Context window 1,048,576 tokens 4,194,304 tokens
Maximum output Not listed Not listed
Catalog pricing Llama 3 Community License — free Llama 3 Community License — free
Listed input/output cost per 1M tokens Separate numeric input/output rates not listed Separate numeric input/output rates not listed
License Meta Llama 3 Community License Meta Llama 3 Community License
Coding support Not listed Not listed
Reasoning support Not listed Not listed
Vision input Not listed Not listed
Multimodal Not listed Not listed
Open weights Yes Yes
Benchmark: MMLU 72.0% 67.8%

Figures are transcribed from LITHOVEX model records. Benchmark versions and evaluation setups may differ; pricing and specifications can change. Check each provider's current documentation before making a decision.

Frequently Asked Questions

What is different between Llama 3 8B Gradient 1048K and Llama 3 8B Gradient 4194K?
Llama 3 8B Gradient 1048K: 1,048,576 tokens; Llama 3 8B Gradient 4194K: 4,194,304 tokens. Llama 3 8B Gradient 4194K has the larger listed context window. Llama 3 8B Gradient 1048K is listed for no specific capability flags; Llama 3 8B Gradient 4194K is listed for no specific capability flags. Shared catalog benchmark entries: MMLU: Llama 3 8B Gradient 1048K 72.0%; Llama 3 8B Gradient 4194K 67.8%. These records are reference data, not a controlled head-to-head test; verify current pricing and specifications with each provider.
What benchmark values are listed for Llama 3 8B Gradient 1048K and Llama 3 8B Gradient 4194K?
MMLU: Llama 3 8B Gradient 1048K 72.0%; Llama 3 8B Gradient 4194K 67.8%. The catalog values may use different versions and evaluation setups, so they are reference points rather than a controlled head-to-head result.
Which model has the larger listed context window?
Llama 3 8B Gradient 1048K: 1,048,576 tokens; Llama 3 8B Gradient 4194K: 4,194,304 tokens. Llama 3 8B Gradient 4194K has the larger listed context window.
What are the listed costs per million tokens for Llama 3 8B Gradient 1048K and Llama 3 8B Gradient 4194K?
Llama 3 8B Gradient 1048K: Separate numeric input/output rates not listed (Llama 3 Community License — free). Llama 3 8B Gradient 4194K: Separate numeric input/output rates not listed (Llama 3 Community License — free). Where separate numeric input and output rates are available, the worked example uses 1M input plus 1M output tokens. Confirm current terms with each provider.
How far apart are the listed release dates for Llama 3 8B Gradient 1048K and Llama 3 8B Gradient 4194K?
The catalog lists Llama 3 8B Gradient 1048K as May 2024 and Llama 3 8B Gradient 4194K as May 2024, about 0 months apart at the precision supplied.
When was the comparison data last updated?
The model catalog records 2026-10-16 as its data update date. Provider specifications and prices may have changed since then.
How should I choose between Llama 3 8B Gradient 1048K and Llama 3 8B Gradient 4194K?
Compare the listed specifications and capabilities, review the benchmark notes, then test both with the same representative prompt for your task. This page does not claim a universal winner.

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