Instructions to use ibm-granite/granite-4.0-h-tiny with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ibm-granite/granite-4.0-h-tiny with Transformers:

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

pipe = pipeline("text-generation", model="ibm-granite/granite-4.0-h-tiny")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ibm-granite/granite-4.0-h-tiny")
model = AutoModelForCausalLM.from_pretrained("ibm-granite/granite-4.0-h-tiny")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ibm-granite/granite-4.0-h-tiny with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ibm-granite/granite-4.0-h-tiny"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ibm-granite/granite-4.0-h-tiny",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ibm-granite/granite-4.0-h-tiny

SGLang

How to use ibm-granite/granite-4.0-h-tiny 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 "ibm-granite/granite-4.0-h-tiny" \
    --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": "ibm-granite/granite-4.0-h-tiny",
		"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 "ibm-granite/granite-4.0-h-tiny" \
        --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": "ibm-granite/granite-4.0-h-tiny",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ibm-granite/granite-4.0-h-tiny with Docker Model Runner:
```
docker model run hf.co/ibm-granite/granite-4.0-h-tiny
```

ranarag commited on Oct 1, 2025

Commit

31c096d

verified ·

1 Parent(s): 351a64d

model card update

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README.md +288 -125
model.sig +1 -1

README.md CHANGED Viewed

@@ -33,6 +33,7 @@ The model is designed to respond to general instructions and can be used to buil
 * Code related tasks
 * Function-calling tasks
 * Multilingual dialog use cases
 <!-- <todo>Need to test the examples. (especially the tool calling and RAG ones)</todo>
  -->
@@ -149,140 +150,302 @@ For each tool call, return a json object with function name and arguments within
 *Coming soon* -->
 **Evaluation Results:**
-*Coming soon*
-<!-- <table>
-<caption><b>HuggingFace Open LLM Leaderboard V1</b></caption>
 <thead>
   <tr>
-    <th style="text-align:left; background-color: #001d6c; color: white;">Models</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">ARC-Challenge</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">Hellaswag</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">MMLU</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">TruthfulQA</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">Winogrande</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">GSM8K</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">DROP</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">NQ</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">AGIEval</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">TriviaQA</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">Avg</th>
-  </tr></thead>
-  <tbody>
-  <tr>
-    <td style="text-align:left; background-color: #DAE8FF; color: #2D2D2D;">Granite-4.0-H-Tiny</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: #2D2D2D;"></td>
-  </tr>
-  <tr>
-    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Micro</td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-  </tr>
-  <tr>
-    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Tiny</td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-  </tr>
-  <tr>
-    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Small</td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
   </tr>
 </tbody></table>
 <table>
-  <caption><b>HuggingFace Open LLM Leaderboard V2</b></caption>
-  <thead>
-  <tr>
-    <th style="text-align:left; background-color: #001d6c; color: white;">Models</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">IFEval</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">BBH</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">MATH Lvl 5</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">GPQA</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">MUSR</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">MMLU-Pro</th>
-    <th style="text-align:center; background-color: #001d6c; color: white;">Avg</th>
-  </tr></thead>
-  <tbody>
-  <tr>
-    <td style="text-align:left; background-color: #DAE8FF; color: black;">Granite-4.0-H-Tiny</td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
-    <td style="text-align:center; background-color: #DAE8FF; color: black;"></td>
-  </tr>
-  <tr>
-    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Micro</td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-  </tr>
-  <tr>
-    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Tiny</td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-  </tr>
   <tr>
-    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Granite-4.0-Hybrid-Small</td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
-    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;"></td>
   </tr>
-</tbody></table> -->
 **Model Architecture:**
 Granite-4.0-H-Tiny baseline is built on a decoder-only MoE transformer architecture. Core components of this architecture are: GQA, Mamba2, MoEs with shared experts, SwiGLU activation, RMSNorm, and shared input/output embeddings.

 * Code related tasks
 * Function-calling tasks
 * Multilingual dialog use cases
+* Fill-In-the-Middle (FIM) code completions
 <!-- <todo>Need to test the examples. (especially the tool calling and RAG ones)</todo>
  -->
 *Coming soon* -->
 **Evaluation Results:**
+<table>
+<!--   <caption><b> All Results</b></caption> -->
 <thead>
   <tr>
+    <th style="text-align:left; background-color: #001d6c; color: white;">Benchmarks</th>
+    <th style="text-align:left; background-color: #001d6c; color: white;">Metric</th>
+    <th style="text-align:center; background-color: #001d6c; color: white;">Micro Dense</th>
+    <th style="text-align:center; background-color: #001d6c; color: white;">H Micro Dense</th>
+    <th style="text-align:center; background-color: #001d6c; color: white;">H Tiny MoE</th>
+    <th style="text-align:center; background-color: #001d6c; color: white;">H Small MoE</th>
   </tr>
+</thead>
+  <tbody>
+<tr>
+  <td colspan="6" style="text-align:center; background-color:  #FFFFFF; color: #2D2D2D; font-style:italic;">
+    General Tasks
+  </td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMLU</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">65.98</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">67.43</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">68.65</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">78.44</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMLU-Pro</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot, CoT</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">44.5</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">43.48</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">44.94</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">55.47</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">BBH</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">3-shot, CoT</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">72.48</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">69.36</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">66.34</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">81.62</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">AGI EVAL</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">0-shot, CoT</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">64.29</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">59</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">62.15</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">70.63</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">GPQA</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">0-shot, CoT</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">30.14</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">32.15</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">32.59</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">40.63</td>
+</tr>
+<tr>
+  <td colspan="6" style="text-align:center; background-color:  #FFFFFF; color: #2D2D2D; font-style:italic;">
+    Alignment Tasks
+  </td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">AlpacaEval 2.0</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;"></td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">29.49</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">31.49</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">30.61</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">42.48</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">IFEval</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Instruct, Strict</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">85.5</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">86.94</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">84.78</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">89.87</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">IFEval</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Prompt, Strict</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">79.12</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">81.71</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">78.1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">85.22</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">IFEval</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Average</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">82.31</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">84.32</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">81.44</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">87.55</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">ArenaHard</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;"></td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">25.84</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">36.15</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">35.75</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">46.48</td>
+</tr>
+<tr>
+  <td colspan="6" style="text-align:center; background-color:  #FFFFFF; color: #2D2D2D; font-style:italic;">
+    Math Tasks
+  </td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">GSM8K</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">8-shot</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">85.45</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">81.35</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">84.69</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">87.27</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">GSM8K Symbolic</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">8-shot</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">79.82</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">77.5</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">81.1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">87.38</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">Minerva Math</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">0-shot, CoT</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">62.06</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">66.44</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">69.64</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">74</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">DeepMind Math</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">0-shot, CoT</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">44.56</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">43.83</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">49.92</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">59.33</td>
+</tr>
+<tr>
+  <td colspan="6" style="text-align:center; background-color:  #FFFFFF; color: #2D2D2D; font-style:italic;">
+    Code Tasks
+  </td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">HumanEval</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">80</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">81</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">83</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">88</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">HumanEval+</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">72</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">75</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">76</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">83</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MBPP</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">72</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">73</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">80</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">84</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MBPP+</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">64</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">64</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">69</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">71</td>
+</tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">CRUXEval-O</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">41.5</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">41.25</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">39.63</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">50.25</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">BigCodeBench</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">39.21</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">37.9</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">41.06</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">46.23</td>
+</tr>
+<tr>
+  <td colspan="6" style="text-align:center; background-color:  #FFFFFF; color: #2D2D2D; font-style:italic;">
+    Tool Calling Tasks
+  </td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">BFCL v3</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;"></td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">59.98</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">57.56</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">57.65</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">64.69</td>
+</tr>
+<tr>
+  <td colspan="6" style="text-align:center; background-color:  #FFFFFF; color: #2D2D2D; font-style:italic;">
+    Multilingual Tasks
+  </td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MULTIPLE</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">pass@1</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">49.21</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">49.46</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">55.83</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">57.37</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMMLU</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">55.14</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">55.19</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">61.87</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">69.69</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">INCLUDE</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">5-shot</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">51.62</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">50.51</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">53.12</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">63.97</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MGSM</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">8-shot</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">28.56</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">44.48</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">45.36</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">38.72</td>
+</tr>
+<tr>
+  <td colspan="6" style="text-align:center; background-color:  #FFFFFF; color: #2D2D2D; font-style:italic;">
+    Safety
+  </td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">SALAD-Bench</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;"></td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">97.06</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">96.28</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">97.77</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">97.3</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">AttaQ</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;"></td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">86.05</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">84.44</td>
+    <td style="text-align:right; background-color: #DAE8FF; color: #2D2D2D;">86.61</td>
+    <td style="text-align:right; background-color: #FFFFFF; color: #2D2D2D;">86.64</td>
+</tr>
 </tbody></table>
 <table>
+  <caption><b>Multilingual Benchmarks and thr included languages:</b></caption>
+<thead>
   <tr>
+    <th style="text-align:left; background-color: #001d6c; color: white;">Benchmarks</th>
+    <th style="text-align:left; background-color: #001d6c; color: white;"># Langs</th>
+    <th style="text-align:center; background-color: #001d6c; color: white;">Languages</th>
   </tr>
+</thead>
+<tbody>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MMMLU</td>
+    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">11</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">ar, de, en, es, fr, ja, ko, pt, zh, bn, hi</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">INCLUDE</td>
+    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">14</td>
+<!--     <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">hindi, bengali, tamil, telugu, arabic, german, spanish, french, italian, japanese, korean, dutch, portuguese, chinese</td> -->
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">hi, bn, ta, te, ar, de, es, fr, it, ja, ko, nl, pt, zh</td>
+</tr>
+<tr>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">MGSM</td>
+    <td style="text-align:center; background-color: #FFFFFF; color: #2D2D2D;">5</td>
+    <td style="text-align:left; background-color: #FFFFFF; color: #2D2D2D;">en, es, fr, ja, zh</td>
+</tr>
+</tbody>
+</table>
 **Model Architecture:**
 Granite-4.0-H-Tiny baseline is built on a decoder-only MoE transformer architecture. Core components of this architecture are: GQA, Mamba2, MoEs with shared experts, SwiGLU activation, RMSNorm, and shared input/output embeddings.

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