Reasoning setting
- API price from
- $0.40 in / $3.20 out / 1M tokOpenRouter · Novita · BF16
- Context window
- 262.14K tok
Performance profile
Capabilities
Context window
Modalities
Measured setting
Integration
Reasoning trade-offs
Source (opens in a new tab)- Intelligence Index
- 15.6
- Cost / task
- $0.3247
- Evaluation time
- 2.0m
Pricing & access
USD per 1M tokens
- Input
- $0.40
- Output
- $3.20
Run locally
~76.4 GiB
RAM + VRAM
Estimate assumptions
One text chat at the selected context, with a 16-bit cache and app allowance. Operating system and image processing are extra; optimized caches can use less.
96 GiB RAMwithout GPU offload
- Weights
- 69.1 GiB
- Context + state
- 0.3 GiB16-bit cache
- App allowance
- 6.9 GiB
- Download
- 74.2 GB2 files · keep together+0.9 GB for images (opens in a new tab)
- Disk space
- ~88 GBIncludes image file
Set up in Ollama · Q4_K_M · 8K context
Save the following as Modelfile. The context matches the estimate above.
FROM hf.co/lmstudio-community/Qwen3.5-122B-A10B-GGUF:Q4_K_M PARAMETER num_ctx 8192
Then run these commands in your terminal:
ollama create llmcurrent-local -f Modelfile ollama run llmcurrent-local
Ollama import instructions (opens in a new tab) · For LM Studio or Jan, open the app’s model search, enter lmstudio-community/Qwen3.5-122B-A10B-GGUF, choose Q4_K_M, and set context to 8,192 tokens in the app’s model settings. Software links above open each app’s setup guide.
Benchmarks
Full leaderboardSource (opens in a new tab)Humanity’s Last Exam
Frontier reasoning- 1Claude Opus 5.5Max61.4%
- 2Claude Fable 5.1Max59.1%
- 3Gemini 4 ArgonHigh57.1%
- 52Qwen3.5 397B A17BReasoning29.0%
- 53Solar Open2 250BReasoning28.5%
- 54Nemotron 3 Ultra 550B A55BReasoning28.4%
- 55Qwen3.5 122B A10BReasoning25.2%
- 56Nemotron 3.5 Bolt 74B-A9BReasoning24.7%
- 57Gemma 4 31BReasoning23.6%
- 58K2 Horizon MoVA 36B A4BReasoning23.4%
Peers use their best measured result on this benchmark.
Alternatives
- Scores higherK2 Horizon 3.7BReasoning
- Intelligence Index
- 15.6+0.0
- Higher score, lower costMiMo-V2.6-ProReasoning
- Intelligence Index
- 46.3+30.8
- Cost / task
- $0.133−59%
- More from AlibabaQwen3.6 35B A3BReasoning
- Intelligence Index
- 18.2+2.7
- Cost / task
- $0.475+46%
Each model at its highest-scoring measured setting · Intelligence Index v4.3.2 and its evaluation cost per task.