Model comparison
GPT-4o mini vs Molmo 2 8b
Molmo 2 8b is the stronger model overall, scoring 39.1 to 25.5 on the Noometry Index.
Last verified . 5 shared benchmarks.
Allen Institute for AI (Ai2)Summary
- They share 5 benchmarks with published results for both. GPT-4o mini scores higher in 0 categories and Molmo 2 8b in 5 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Molmo 2 8b leads 25.6 to 8.7.
- Molmo 2 8b has downloadable open weights; the other is API-only.
Side by side
| GPT-4o mini | Molmo 2 8b | |
|---|---|---|
| Provider | OpenAI | Allen Institute for AI (Ai2) |
| Noometry Index | 25.5 | 39.1 |
| Released | 2024-07-18 | — |
| Weights | Proprietary | Open |
| Context window | 128K | — |
| Max output | 16K | — |
| Input $ / M tokens | $0.15 | — |
| Output $ / M tokens | $0.60 | — |
| Results tracked | 60 | 5 |
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Category by category
Coding Not comparable
GPT-4o mini: 22.0 (#335), Molmo 2 8b: —
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| Aider Polyglot | 3.6% | — |
| WeirdML | 11.8% | — |
| BigCodeBench Instruct | 46.1% | — |
| LiveBench Coding | 43.1% | — |
| LMArena Coding | 1290 | — |
| BigCodeBench Complete | 57.4% | — |
| HumanEval+ | 83.5% | — |
| MBPP+ | 72.2% | — |
Agentic & Tool Use Not comparable
GPT-4o mini: 27.5 (#101), Molmo 2 8b: —
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| BALROG | 17.4% | — |
Reasoning Molmo 2 8b leads
GPT-4o mini: 8.7 (#347), Molmo 2 8b: 25.6 (#146)
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| LMArena Hard Prompts | 1267 | 1287 |
| ARC-AGI-2 | 0% | — |
| SimpleBench | 10.7% | — |
| Kagi LLM Benchmark | 28.8% | — |
| Chess Puzzles | 0% | — |
| LiveBench Reasoning | 32.8% | — |
| Mystery Game Puzzles | 12% | — |
| DTBench | 54.4% | — |
| LiveBench Data Analysis | 50% | — |
| LMCA | 10.4% | — |
| Epoch Capabilities Index | 126.56 | — |
| LiveBench | 41.3% | — |
| PIQA | 88.7% | — |
Math Not comparable
GPT-4o mini: 10.4 (#314), Molmo 2 8b: —
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| FrontierMath (Tiers 1-3) | 0.7% | — |
| OTIS Mock AIME 2024-2025 | 6.9% | — |
| Omni-MATH | 28% | — |
| LiveBench Math | 36.3% | — |
| LMArena Math | 1267 | — |
| MATH Level 5 | 52.6% | — |
| GSM8K | 91.3% | — |
Knowledge Not comparable
GPT-4o mini: 17.7 (#284), Molmo 2 8b: —
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| GPQA Diamond | 37.7% | — |
| SimpleQA Verified | 8.3% | — |
| MMLU-Pro | 60.3% | — |
| Confabulations | 37.2% | — |
| GPQA (HELM) | 36.8% | — |
| LMArena Expert | 1235 | — |
| BoolQ | 88.7% | — |
| MMLU | 81.8% | — |
Multimodal Molmo 2 8b leads
GPT-4o mini: 25.9 (#122), Molmo 2 8b: 30.2 (#112)
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| LMArena Vision | 1066 | 1081 |
| Video-MME | 64.8% | — |
| GeoBench | 64% | — |
| VPCT | 34% | — |
Multilingual Too close to call
GPT-4o mini: 42.0 (#199), Molmo 2 8b: 42.7 (#190)
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| LMArena Non-English | 1266 | 1276 |
| LMArena Chinese | 1265 | — |
| LMArena French | 1297 | — |
| LMArena German | 1272 | — |
| LMArena Japanese | 1216 | — |
| LMArena Korean | 1195 | — |
| LMArena Russian | 1275 | — |
| LMArena Spanish | 1276 | — |
Instruction Following Molmo 2 8b leads
GPT-4o mini: 61.9 (#239), Molmo 2 8b: 67.0 (#201)
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| LMArena Instruction Following | 1258 | 1270 |
| LiveBench Instruction Following | 56.8% | — |
| IFEval | 78.2% | — |
Long Context Not comparable
GPT-4o mini: 39.1 (#186), Molmo 2 8b: —
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| LMArena Longer Query | 1289 | — |
Writing & Preference Molmo 2 8b leads
GPT-4o mini: 39.5 (#248), Molmo 2 8b: 49.4 (#191)
| Benchmark | GPT-4o mini | Molmo 2 8b |
|---|---|---|
| LMArena Text | 1286 | 1288 |
| LMArena Creative Writing | 1268 | — |
| Short-Story Creative Writing | 67.2% | — |
| EQ-Bench Creative Writing | 873 | — |
| WildBench | 79.1% | — |
| LMArena Multi-Turn | 1285 | — |
| LiveBench Language | 28.6% | — |
Frequently asked questions
Is GPT-4o mini better than Molmo 2 8b?
Molmo 2 8b is the stronger model overall, scoring 39.1 to 25.5 on the Noometry Index.
How many benchmarks do GPT-4o mini and Molmo 2 8b share?
5 benchmarks have published results for both models. GPT-4o mini has 60 scored results on Noometry and Molmo 2 8b has 5.