Compare the listed model data for SantaCoder by bigcode and StarCoder 15B by bigcode. 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
SantaCoder: 2K tokens; StarCoder 15B: 8K tokens. StarCoder 15B has the larger listed context window. SantaCoder is listed for coding; StarCoder 15B is listed for coding. Shared catalog benchmark entries: HumanEval: SantaCoder 35.0%; StarCoder 15B 33.6%. These records are reference data, not a controlled head-to-head test; verify current pricing and specifications with each provider.
Catalog source links
Use these model and provider links to verify current specifications, pricing, and availability.
The listed context windows are 2K tokens and 8K tokens; the larger is 4× the smaller.
On shared numeric benchmark entries, HumanEval: SantaCoder − StarCoder 15B = +1.4 percentage points (35.0% vs 33.6%).
The first listed parameter quantities are 1.1B and 15.5B; the larger quantity is 14.09× the smaller. Total and active MoE parameters are not directly equivalent.
The catalog release dates are December 2022 and May 2023, about 5 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 SantaCoder if…
Choose SantaCoder when your task aligns with catalog-listed uses or strengths such as Embedded code suggestions in constrained environments, Educational demonstrations, Lightweight 1.1B code model, OpenRAIL-M license.
Choose StarCoder 15B if…
Choose StarCoder 15B when your task aligns with catalog-listed uses or strengths such as Legacy StarCoder integrations, Research on code model generations, Pioneered ethical code AI — first with developer opt-out, 80+ programming languages.
Catalog specifications for SantaCoder and StarCoder 15B
Specification
SantaCoder
StarCoder 15B
Provider
bigcode
bigcode
Parameters
1.1B
15.5B
Context window
2K tokens
8K tokens
Maximum output
Not listed
Not listed
Catalog pricing
OpenRAIL-M — free
OpenRAIL-M — free
Listed input/output cost per 1M tokens
Separate numeric input/output rates not listed
Separate numeric input/output rates not listed
License
BigCode OpenRAIL-M
BigCode OpenRAIL-M
Coding support
Listed
Listed
Reasoning support
Not listed
Not listed
Vision input
Not listed
Not listed
Multimodal
Not listed
Not listed
Open weights
Yes
Yes
Benchmark: HumanEval
35.0%
33.6%
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 SantaCoder and StarCoder 15B?
SantaCoder: 2K tokens; StarCoder 15B: 8K tokens. StarCoder 15B has the larger listed context window. SantaCoder is listed for coding; StarCoder 15B is listed for coding. Shared catalog benchmark entries: HumanEval: SantaCoder 35.0%; StarCoder 15B 33.6%. 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 SantaCoder and StarCoder 15B?
HumanEval: SantaCoder 35.0%; StarCoder 15B 33.6%. 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?
SantaCoder: 2K tokens; StarCoder 15B: 8K tokens. StarCoder 15B has the larger listed context window.
What are the listed costs per million tokens for SantaCoder and StarCoder 15B?
SantaCoder: Separate numeric input/output rates not listed (OpenRAIL-M — free). StarCoder 15B: Separate numeric input/output rates not listed (OpenRAIL-M — 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 SantaCoder and StarCoder 15B?
The catalog lists SantaCoder as December 2022 and StarCoder 15B as May 2023, about 5 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 SantaCoder and StarCoder 15B?
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.