Model comparison
GPT-5.2 vs StarCoder 2 3B
GPT-5.2 has enough public results to be ranked (#34); StarCoder 2 3B does not yet, so treat this comparison as directional.
Last verified . 1 shared benchmarks.
NVIDIASummary
- They share 1 benchmark with published results for both. GPT-5.2 scores higher in 1 category and StarCoder 2 3B in 0 categories; one gap is clear of the uncertainty.
- The widest gap is in coding, where GPT-5.2 leads 51.6 to 33.5.
- StarCoder 2 3B has downloadable open weights; the other is API-only.
Side by side
| GPT-5.2 | StarCoder 2 3B | |
|---|---|---|
| Provider | OpenAI | NVIDIA |
| Noometry Index | 54.1 | 36.3 |
| Released | 2025-12-11 | 2024-02-22 |
| Weights | Proprietary | Open |
| Context window | 400K | — |
| Max output | 128K | — |
| Input $ / M tokens | $1.75 | — |
| Output $ / M tokens | $14 | — |
| Results tracked | 67 | 7 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding GPT-5.2 leads
GPT-5.2: 51.6 (#37), StarCoder 2 3B: 33.5
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| SWE-bench Verified | 73.8% | — |
| SWE-bench Verified (bash only) | 72.8% | — |
| LMArena WebDev | 1416 | — |
| SWE-bench Multilingual | 66.7% | — |
| GSO | 27.4% | — |
| WeirdML | 72.2% | — |
| LMArena Coding | 1447 | — |
| BigCodeBench Complete | — | 21.4% |
| ALE-Bench | 1,294 | — |
| AlgoTune | 2.05 | — |
| HumanEval+ | — | 27.4% |
Agentic & Tool Use Not comparable
GPT-5.2: 40.2 (#24), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| Terminal-Bench | 64.9% | — |
| Berkeley Function Calling Leaderboard | 55.9% | — |
| GDPval | 49.7% | — |
| Remote Labor Index | 2.5% | — |
| τ²-bench Airline | 83% | — |
| τ²-bench Banking | 32.2% | — |
| τ²-bench Retail | 81.6% | — |
| τ²-bench Telecom | 89.7% | — |
| DeepResearch Bench | 41.1% | — |
| LMArena Search | 1207 | — |
| METR Time Horizons | 75.3% | — |
| Vending-Bench 2 | 3,591 | — |
Reasoning Not comparable
GPT-5.2: 50.2 (#35), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| Epoch Capabilities Index | 153.45 | 88.76 |
| ARC-AGI-2 | 52.9% | — |
| SimpleBench | 45.8% | — |
| Kagi LLM Benchmark | 73.3% | — |
| NYT Connections (extended) | 83.6% | — |
| ARC-AGI-1 | 86.2% | — |
| Chess Puzzles | 49% | — |
| EnigmaEval | 10.4% | — |
| EBR-Bench | 23% | — |
| LMArena Hard Prompts | 1445 | — |
| Mystery Game Puzzles | 23% | — |
| DTBench | 90.9% | — |
| LMCA | 43.9% | — |
| ForecastBench | 60.1 | — |
| WinoGrande | — | 57.1% |
Math Not comparable
GPT-5.2: 60.0 (#38), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| FrontierMath (Tiers 1-3) | 67.4% | — |
| FrontierMath Tier 4 | 31.7% | — |
| MathArena Final-Answer Competitions | 72% | — |
| OTIS Mock AIME 2024-2025 | 96.1% | — |
| ProofBench | 15% | — |
| LMArena Math | 1440 | — |
| FrontierMath (Feb 2025 set) | 40.7% | — |
| FrontierMath Tier 4 (v1) | 18.8% | — |
| GSM8K | — | 21.6% |
Knowledge Not comparable
GPT-5.2: 59.3 (#32), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| GPQA Diamond | 91.4% | — |
| Humanity's Last Exam | 27.8% | — |
| SimpleQA Verified | 37.1% | — |
| Vectara Hallucination Rate | 8.4% | — |
| LMArena Expert | 1445 | — |
| ARC (AI2) Challenge | — | 34.2% |
| MMLU | — | 36.6% |
Multimodal Not comparable
GPT-5.2: 51.3 (#7), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| LMArena Vision | 1268 | — |
| VPCT | 84% | — |
| Furniture Assembly | 38.3% | — |
| LMArena Document | 1405 | — |
Multilingual Not comparable
GPT-5.2: 53.4 (#67), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| LMArena Non-English | 1425 | — |
| LMArena Chinese | 1460 | — |
| LMArena French | 1455 | — |
| LMArena German | 1448 | — |
| LMArena Japanese | 1420 | — |
| LMArena Korean | 1392 | — |
| LMArena Russian | 1440 | — |
| LMArena Spanish | 1433 | — |
Instruction Following Not comparable
GPT-5.2: 74.7 (#89), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| LMArena Instruction Following | 1417 | — |
Long Context Not comparable
GPT-5.2: 44.0 (#78), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| CL-bench | 18.2% | — |
| LMArena Longer Query | 1428 | — |
Writing & Preference Not comparable
GPT-5.2: 66.8 (#32), StarCoder 2 3B: —
| Benchmark | GPT-5.2 | StarCoder 2 3B |
|---|---|---|
| LMArena Text | 1439 | — |
| LMArena Creative Writing | 1401 | — |
| EQ-Bench Creative Writing | 1703 | — |
| LMArena Multi-Turn | 1458 | — |
Frequently asked questions
Is GPT-5.2 better than StarCoder 2 3B?
GPT-5.2 has enough public results to be ranked (#34); StarCoder 2 3B does not yet, so treat this comparison as directional.
Is GPT-5.2 or StarCoder 2 3B better for coding?
GPT-5.2 scores higher on coding benchmarks: 51.6 versus 33.5 in the Noometry coding category.
How many benchmarks do GPT-5.2 and StarCoder 2 3B share?
1 benchmark has published results for both models. GPT-5.2 has 67 scored results on Noometry and StarCoder 2 3B has 7.