Instructions to use IFM/K2-Horizon-7B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use IFM/K2-Horizon-7B with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="IFM/K2-Horizon-7B", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("IFM/K2-Horizon-7B", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use IFM/K2-Horizon-7B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "IFM/K2-Horizon-7B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "IFM/K2-Horizon-7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/IFM/K2-Horizon-7B

SGLang

How to use IFM/K2-Horizon-7B with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "IFM/K2-Horizon-7B" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "IFM/K2-Horizon-7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "IFM/K2-Horizon-7B" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "IFM/K2-Horizon-7B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use IFM/K2-Horizon-7B with Docker Model Runner:
```
docker model run hf.co/IFM/K2-Horizon-7B
```

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@@ -37,8 +37,9 @@ The chart at the top of this card shows K2-Horizon-7B against selected reference
 ### Full Results
 <!-- TABLE:START -->
-<div style="font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;margin:0 auto;padding:8px 0 16px;overflow-x:auto"><table style="display:table;width:100%;table-layout:fixed;border-collapse:collapse;font-size:12px;margin:0"><thead><tr><th style="width:28%;border-bottom:none"></th><th style="border-bottom:1px solid rgba(128,128,128,0.25)"></th><th colspan="3" style="padding:6px 4px 2px;text-align:center;font-size:11px;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;opacity:0.65;border-bottom:1px solid rgba(128,128,128,0.25)">Reference models · weak to strong</th></tr><tr><th style="padding:10px 6px;text-align:left;border-bottom:2px solid #2450D6">Benchmark</th><th style="padding:10px 3px;text-align:center;font-weight:600;border-bottom:2px solid #2450D6;color:#2450D6;background:rgba(36,80,214,0.08)">K2-Horizon-7B</th><th style="padding:10px 3px;text-align:center;border-bottom:2px solid #2450D6">Reference 1</th><th style="padding:10px 3px;text-align:center;border-bottom:2px solid #2450D6">Reference 2</th><th style="padding:10px 3px;text-align:center;border-bottom:2px solid #2450D6">Reference 3</th></tr></thead><tbody><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Math</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">HMMT Feb 2026</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Competition mathematics</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>73.3</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">63.1</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">65.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">66.5</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Coding</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">SWE-bench Verified</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Software engineering</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>68.4</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">30.6</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">47.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">50.8</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Scientific Reasoning</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">HLE</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Expert-level reasoning</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>18.6</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">9.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">14.9</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">15.7</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Coding</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">SciCode</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Scientific coding</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>31.6</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">27.5</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Mistral Small 4</div><div style="margin-top:3px;font-weight:600">28.0</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">30.4</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">General</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">LCR</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Long-context reasoning</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>68.0</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">43.3</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">61.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">65.3</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Coding</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">Terminal-Bench 2.1</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Agentic terminal use</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>39.1</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">18.4</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">27.3</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">29.2</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Agents</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">tau3-Banking</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Agentic tool use</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>25.8</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">7.0</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">7.6</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Muse Glimmer-30B</div><div style="margin-top:3px;font-weight:600">24.0</div></td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">BrowseComp</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Web browsing</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>59.0</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">DeepSeek V4 Flash-0423</div><div style="margin-top:3px;font-weight:600">53.5</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">GPT-5</div><div style="margin-top:3px;font-weight:600">54.9</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">LongCat Flash Thinking-2601</div><div style="margin-top:3px;font-weight:600">56.6</div></td></tr></tbody></table></div>
 <!-- TABLE:END -->
 Scores in %. Bold marks the best score in each row. BrowseComp: our model uses the Discard-all@95k context-length protocol proposed in the DeepSeek-V3.2 technical report; comparison models may use different harnesses.

 ### Full Results
 <!-- TABLE:START -->
+<div style="font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;margin:0 auto;padding:8px 0 16px;overflow-x:auto"><table style="display:table;width:100%;table-layout:fixed;border-collapse:collapse;font-size:12px;margin:0"><thead><tr><th style="width:28%;border-bottom:none"></th><th style="border-bottom:1px solid rgba(128,128,128,0.25)"></th><th colspan="3" style="padding:6px 4px 2px;text-align:center;font-size:11px;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;opacity:0.65;border-bottom:1px solid rgba(128,128,128,0.25)">Reference models · weak to strong</th></tr><tr><th style="padding:10px 6px;text-align:left;border-bottom:2px solid #2450D6">Benchmark</th><th style="padding:10px 3px;text-align:center;font-weight:600;border-bottom:2px solid #2450D6;color:#2450D6;background:rgba(36,80,214,0.08)">K2-Horizon-7B</th><th style="padding:10px 3px;text-align:center;border-bottom:2px solid #2450D6">Reference 1</th><th style="padding:10px 3px;text-align:center;border-bottom:2px solid #2450D6">Reference 2</th><th style="padding:10px 3px;text-align:center;border-bottom:2px solid #2450D6">Reference 3</th></tr></thead><tbody><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Math</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">HMMT Feb 2026</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Competition mathematics</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>73.3</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">63.1</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">65.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">66.5</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Coding</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">SWE-bench Verified</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Software engineering</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>70.6</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">30.6</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">47.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">50.8</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Scientific Reasoning</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">HLE</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Expert-level reasoning</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>18.6</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">9.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">14.9</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">15.7</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Coding</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">SciCode</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Scientific coding</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>31.6</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">27.5</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Mistral Small 4</div><div style="margin-top:3px;font-weight:600">28.0</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">30.4</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">General</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">LCR</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Long-context reasoning</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>68.0</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">43.3</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">61.7</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">65.3</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Coding</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">Terminal-Bench 2.1</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Agentic terminal use</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>39.1</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">18.4</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Gemma 4-12B</div><div style="margin-top:3px;font-weight:600">27.3</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">29.2</div></td></tr><tr><td colspan="5" style="padding:6px 10px;font-weight:600;font-size:12.5px;color:#2450D6;border-bottom:1px solid rgba(36,80,214,0.25);background:rgba(36,80,214,0.12)">Agents</td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">tau3-Banking</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Agentic tool use</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>25.8</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Qwen3.5-9B</div><div style="margin-top:3px;font-weight:600">7.0</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Granite 4.2-8B</div><div style="margin-top:3px;font-weight:600">7.6</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">Muse Glimmer-30B</div><div style="margin-top:3px;font-weight:600">24.0</div></td></tr><tr><td style="padding:6px 4px 6px 10px;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle"><div style="font-size:12.5px;font-weight:600;line-height:1.2">BrowseComp</div><div style="margin-top:2px;font-size:10px;opacity:0.65">Web browsing</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;background:rgba(36,80,214,0.08);"><strong>59.0</strong></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">DeepSeek V4 Flash-0423</div><div style="margin-top:3px;font-weight:600">53.5</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">GPT-5</div><div style="margin-top:3px;font-weight:600">54.9</div></td><td style="padding:6px 3px;text-align:center;border-bottom:1px solid rgba(128,128,128,0.15);vertical-align:middle;font-size:12.5px;line-height:1.2;"><div style="font-size:10.5px;opacity:0.72;line-height:1.15">LongCat Flash Thinking-2601</div><div style="margin-top:3px;font-weight:600">56.6</div></td></tr></tbody></table></div>
 <!-- TABLE:END -->
 Scores in %. Bold marks the best score in each row. BrowseComp: our model uses the Discard-all@95k context-length protocol proposed in the DeepSeek-V3.2 technical report; comparison models may use different harnesses.