Model comparison

Claude Opus 4.6 vs StarCoder 2 7B

Claude Opus 4.6 has enough public results to be ranked (#20); StarCoder 2 7B does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

Claude Opus 4.6 Anthropic

58.2

Rank #20 Confirmed

StarCoder 2 7B NVIDIA

37.0

Unranked Sparse

Summary

  • They share 1 benchmark with published results for both. Claude Opus 4.6 scores higher in 1 category and StarCoder 2 7B in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in coding, where Claude Opus 4.6 leads 57.2 to 34.8.
  • StarCoder 2 7B has downloadable open weights; the other is API-only.

Side by side

Claude Opus 4.6 and StarCoder 2 7B specifications
Claude Opus 4.6StarCoder 2 7B
ProviderAnthropicNVIDIA
Noometry Index58.237.0
Released2026-02-042024-02-20
WeightsProprietaryOpen
Context window1M—
Max output128K—
Input $ / M tokens$5—
Output $ / M tokens$25—
Results tracked687

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Category by category

Coding Claude Opus 4.6 leads

Claude Opus 4.6: 57.2 (#20), StarCoder 2 7B: 34.8

Coding benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
SWE-bench Verified78.7%—
FrontierCode26.6%—
SWE-bench Verified (bash only)75.6%—
LMArena WebDev1547—
SWE-bench Multilingual72%—
GSO41.2%—
WeirdML78%—
LMArena Coding1536—
BigCodeBench Complete—27.7%
ALE-Bench996.5—
AlgoTune1.47—
HumanEval+—29.9%

Agentic & Tool Use Not comparable

Claude Opus 4.6: 51.1 (#4), StarCoder 2 7B: —

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
Terminal-Bench79.8%—
APEX-Agents46.3%—
Remote Labor Index4.2%—
τ²-bench Banking27.3%—
Cybench93%—
DeepResearch Bench55.3%—
GBAEval44.1%—
LMArena Search1253—
METR Time Horizons78.9%—
Vending-Bench 28,018—

Reasoning Not comparable

Claude Opus 4.6: 57.8 (#23), StarCoder 2 7B: —

Reasoning benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
Epoch Capabilities Index155.2493.56
ARC-AGI-269.2%—
SimpleBench67.6%—
Kagi LLM Benchmark83.6%—
NYT Connections (extended)92.1%—
ARC-AGI-194%—
Chess Puzzles17%—
EnigmaEval7.6%—
Thematic Generalization80.6%—
EBR-Bench12.7%—
LMArena Hard Prompts1527—
Mystery Game Puzzles25%—
DTBench91.2%—
LMCA55.8%—
ForecastBench60—
WinoGrande—57.1%

Math Not comparable

Claude Opus 4.6: 63.0 (#31), StarCoder 2 7B: —

Math benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
FrontierMath (Tiers 1-3)66%—
FrontierMath Tier 426.8%—
MathArena Final-Answer Competitions78.5%—
OTIS Mock AIME 2024-202594.4%—
ProofBench50%—
LMArena Math1519—
FrontierMath (Feb 2025 set)40.7%—
FrontierMath Tier 4 (v1)22.9%—
GSM8K—32.7%

Knowledge Not comparable

Claude Opus 4.6: 61.9 (#26), StarCoder 2 7B: —

Knowledge benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
GPQA Diamond90.5%—
Humanity's Last Exam34.4%—
SimpleQA Verified47%—
Vectara Hallucination Rate12.2%—
LMArena Expert1546—
ARC (AI2) Challenge—38.7%
MMLU—38.8%

Multimodal Not comparable

Claude Opus 4.6: 37.3 (#74), StarCoder 2 7B: —

Multimodal benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
LMArena Vision1316—
Furniture Assembly28.3%—
LMArena Document1507—

Multilingual Not comparable

Claude Opus 4.6: 57.9 (#6), StarCoder 2 7B: —

Multilingual benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
LMArena Non-English1489—
LMArena Chinese1551—
LMArena French1513—
LMArena German1502—
LMArena Japanese1484—
LMArena Korean1464—
LMArena Russian1497—
LMArena Spanish1510—

Instruction Following Not comparable

Claude Opus 4.6: 79.5 (#4), StarCoder 2 7B: —

Instruction Following benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
LMArena Instruction Following1523—

Long Context Not comparable

Claude Opus 4.6: 48.1 (#13), StarCoder 2 7B: —

Long Context benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
CL-bench20.7%—
CL-bench Life17%—
LMArena Longer Query1520—

Writing & Preference Not comparable

Claude Opus 4.6: 73.5 (#10), StarCoder 2 7B: —

Writing & Preference benchmarks
BenchmarkClaude Opus 4.6StarCoder 2 7B
LMArena Text1503—
LMArena Creative Writing1505—
EQ-Bench Creative Writing1809—
EQ-Bench 41223—
LMArena Multi-Turn1513—

Frequently asked questions

Is Claude Opus 4.6 better than StarCoder 2 7B?

Claude Opus 4.6 has enough public results to be ranked (#20); StarCoder 2 7B does not yet, so treat this comparison as directional.

Is Claude Opus 4.6 or StarCoder 2 7B better for coding?

Claude Opus 4.6 scores higher on coding benchmarks: 57.2 versus 34.8 in the Noometry coding category.

How many benchmarks do Claude Opus 4.6 and StarCoder 2 7B share?

1 benchmark has published results for both models. Claude Opus 4.6 has 68 scored results on Noometry and StarCoder 2 7B has 7.

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