starcoder: benchmark results

BigCode's original StarCoder, a 15.5B code model released under the OpenRAIL-M license; the linked model card provides no further training or architecture details here. Provider: BigCode. Released 2023-05-04. Access: Open.

Aggregate Rating 1211 ± 11, rank #1577 of 1656 rated models, from 116 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
ToolBench - WebShop Long2.6Task Score97.7
EffiBench - NET2.84Normalized Execution Time81.7
ToolBench - Google Sheets48Task Score74.4
ToolBench - Open Weather91Task Score74.4
ToolBench - Home Search82Task Score68.6
MMLU-by-task - Econometrics30.7Accuracy (%)68.2
ToolBench - Tabletop21.9Task Score67.4
CanItEdit (Descriptive)37.1pass@1 (%; share of the 105 hand-written Python editing prob62.5
MMLU-by-task - College Mathematics33Accuracy (%)61.7
ToolBench - VirtualHome19.4Task Score60.5
ToolBench Leaderboard49.75Average Task Score60.5
EffiBench - NMU1.91Normalized Memory Usage58.5

Interactive version: theaggregate.ai/model?slug=starcoder · How It Works · Data refreshed daily, snapshot 2026-10-20.