OLMo-2 32B Instruct is a supervised instruction-finetuned variant of the OLMo-2 32B March 2025 base model. It excels in complex reasoning and instruction-following tasks across diverse benchmarks such as GSM8K, MATH, IFEval, and general NLP…
Model details →AllenAI: Olmo 2 32B Instruct vs DeepSeek: DeepSeek V3.2 Speciale
AllenAI: Olmo 2 32B Instruct and DeepSeek: DeepSeek V3.2 Speciale are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
DeepSeek-V3.2-Speciale is a high-compute variant of DeepSeek-V3.2 optimized for maximum reasoning and agentic performance. It builds on DeepSeek Sparse Attention (DSA) for efficient long-context processing, then scales post-training reinfor…
Model details →Side-by-side comparison
| Capability | AllenAI: Olmo 2 32B Instruct | DeepSeek: DeepSeek V3.2 Speciale | Winner |
|---|---|---|---|
| Context window Maximum number of input tokens the model can attend to in a single request. | 128K | 164K | 🏆 DeepSeek: DeepSeek V3.2 Speciale |
| Input price (per 1M) Cost per million input tokens billed by the provider. | $0.05 | $0.40 | 🏆 AllenAI: Olmo 2 32B Instruct |
| Output price (per 1M) Cost per million output tokens billed by the provider. | $0.20 | $1.20 | 🏆 AllenAI: Olmo 2 32B Instruct |
| Tool / function calling First-class support for emitting structured tool calls. | — | — | Tie |
| Vision input Accepts image inputs alongside text. | — | — | Tie |
| Reasoning mode Internal chain-of-thought / extended-thinking support. | — | Yes | 🏆 DeepSeek: DeepSeek V3.2 Speciale |
Frequently asked questions
Is AllenAI: Olmo 2 32B Instruct better than DeepSeek: DeepSeek V3.2 Speciale?
AllenAI: Olmo 2 32B Instruct and DeepSeek: DeepSeek V3.2 Speciale are evenly matched on 6 axes — pick the one whose provider, latency, or licensing fits your stack.
What's the price difference between AllenAI: Olmo 2 32B Instruct and DeepSeek: DeepSeek V3.2 Speciale?
Input: $0.05 vs $0.40 per 1M tokens. Output: $0.20 vs $1.20 per 1M tokens.
What context windows do AllenAI: Olmo 2 32B Instruct and DeepSeek: DeepSeek V3.2 Speciale support?
AllenAI: Olmo 2 32B Instruct supports up to 128K tokens. DeepSeek: DeepSeek V3.2 Speciale supports up to 164K tokens.
Do both AllenAI: Olmo 2 32B Instruct and DeepSeek: DeepSeek V3.2 Speciale support tool calling?
AllenAI: Olmo 2 32B Instruct: not advertised. DeepSeek: DeepSeek V3.2 Speciale: not advertised.