From 60240832b192cc34d40075d162c5b898c56f56f3 Mon Sep 17 00:00:00 2001
From: ModelHub XC <noreply@modelhub.org.cn>
Date: Sat, 30 May 2026 07:19:12 +0800
Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?=
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Model: SicariusSicariiStuff/Hebrew_Nemo
Source: Original Platform
---
 .gitattributes                   |   62 +
 Images/Hebrew_Nemo.png           |  Bin 0 -> 21221 bytes
 README.md                        |  297 ++
 chat_template.jinja              |    4 +
 config.json                      |   27 +
 configuration.json               |    1 +
 generation_config.json           |    6 +
 model-00001-of-00013.safetensors |    3 +
 model-00002-of-00013.safetensors |    3 +
 model-00003-of-00013.safetensors |    3 +
 model-00004-of-00013.safetensors |    3 +
 model-00005-of-00013.safetensors |    3 +
 model-00006-of-00013.safetensors |    3 +
 model-00007-of-00013.safetensors |    3 +
 model-00008-of-00013.safetensors |    3 +
 model-00009-of-00013.safetensors |    3 +
 model-00010-of-00013.safetensors |    3 +
 model-00011-of-00013.safetensors |    3 +
 model-00012-of-00013.safetensors |    3 +
 model-00013-of-00013.safetensors |    3 +
 model.safetensors.index.json     |  371 ++
 special_tokens_map.json          |   30 +
 tokenizer.json                   |    3 +
 tokenizer_config.json            | 8035 ++++++++++++++++++++++++++++++
 24 files changed, 8875 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 Images/Hebrew_Nemo.png
 create mode 100644 README.md
 create mode 100644 chat_template.jinja
 create mode 100644 config.json
 create mode 100644 configuration.json
 create mode 100644 generation_config.json
 create mode 100644 model-00001-of-00013.safetensors
 create mode 100644 model-00002-of-00013.safetensors
 create mode 100644 model-00003-of-00013.safetensors
 create mode 100644 model-00004-of-00013.safetensors
 create mode 100644 model-00005-of-00013.safetensors
 create mode 100644 model-00006-of-00013.safetensors
 create mode 100644 model-00007-of-00013.safetensors
 create mode 100644 model-00008-of-00013.safetensors
 create mode 100644 model-00009-of-00013.safetensors
 create mode 100644 model-00010-of-00013.safetensors
 create mode 100644 model-00011-of-00013.safetensors
 create mode 100644 model-00012-of-00013.safetensors
 create mode 100644 model-00013-of-00013.safetensors
 create mode 100644 model.safetensors.index.json
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json

diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 0000000..feec1cf
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1,62 @@
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+*.onnx filter=lfs diff=lfs merge=lfs -text
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+*.tar.* filter=lfs diff=lfs merge=lfs -text
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+*.zstandard filter=lfs diff=lfs merge=lfs -text
+*.tfevents* filter=lfs diff=lfs merge=lfs -text
+*.db* filter=lfs diff=lfs merge=lfs -text
+*.ark* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*data* filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.meta filter=lfs diff=lfs merge=lfs -text
+**/*ckpt*.index filter=lfs diff=lfs merge=lfs -text
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+*.npz filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
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diff --git a/Images/Hebrew_Nemo.png b/Images/Hebrew_Nemo.png
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..6b64ef7
--- /dev/null
+++ b/README.md
@@ -0,0 +1,297 @@
+---
+language:
+  - he
+  - en
+license: apache-2.0
+tags:
+  - mistral
+  - nemo
+  - hebrew
+  - llm
+  - text-generation
+  - instruction-tuned
+  - chat
+pipeline_tag: text-generation
+base_model: mistralai/Mistral-Nemo-Base-2407
+library_name: transformers
+widget:
+  - text: "Hebrew_Nemo"
+    output:
+      url: https://huggingface.co/SicariusSicariiStuff/Hebrew_Nemo/resolve/main/Images/Hebrew_Nemo.png
+---
+
+# Hebrew_Nemo: State-of-the-Art Hebrew Language Model
+
+---
+
+<div align="center">
+  <b style="font-size: 50px;">Hebrew_Nemo</b>
+
+
+</div>
+
+
+<div align="center">
+  <b style="font-size: 80px;">12B</b>
+
+
+</div>
+
+
+---
+
+<div align="center" style="font-size: 18px; margin-top: 20px;">
+  <b>Developed by:</b> <a href="https://huggingface.co/SicariusSicariiStuff">SicariusSicariiStuff</a>
+</div>
+
+---
+
+**Hebrew_Nemo** is a state-of-the-art (SOTA) **Hebrew language large language model** specifically optimized for Hebrew language understanding and generation. Built upon the Mistral Nemo architecture, this model represents a significant advancement in Hebrew NLP capabilities, combining the robust multilingual foundations of Mistral Nemo with extensive Hebrew-specific fine-tuning and optimization.
+
+As part of [SicariusSicariiStuff](https://huggingface.co/SicariusSicariiStuff) efforts to truly democratize AI, [Hebrew_Nemo](https://huggingface.co/SicariusSicariiStuff/Hebrew_Nemo) is released with a permissive **Apache 2.0** license. The model demonstrates competitive performance with **Gemma3-27B**, one of the world’s leading open-source models in multilingual capabilities—despite Gemma3-27B being **more than twice its size**. This result highlights Hebrew_Nemo’s efficiency and effectiveness, making SOTA capabilities widely available for consumers, as well as corporations.
+
+Unfortunately, Gemma-3-27b-it doesn't benchmark well, but I still believe Gemma-3-27b-it is by far the best multi-lingual model:
+
+| Model | Average | SNLI Acc | QA (HeQ) | Translation BLEU | Israeli Trivia | Params (B) |
+|-------|---------|----------|----------|------------------|----------------|------------|
+| google/gemma-3-27b-pt | 69.5 | 85.24 | 78.27 | 36.45 | 70.43 | 27 |
+| google/gemma-3-27b-it | 13.41 | 0 | 80.31 | 0.17 | 0 | 27 |
+
+---
+
+# Benchmarks
+
+---
+
+**Hebrew_Nemo** demonstrates SOTA performance for its size, with particularly **outstanding results in Hebrew translation**. At only **12B parameters**, it achieves a **BLEU score of 30.83**, outperforming significantly larger models such as DeepSeek-14B and AI21 Jamba-Mini (52B)— a model more than x4 times its size.
+
+The model maintains **high competence across reasoning and QA**, with **SNLI accuracy of 79.76** and **HeQ score of 70.51**, indicating solid sentence-level understanding and contextual reasoning in Hebrew. Its **Israeli Trivia score (50.83)** demonstrates exceptional knowledge for its size, coming very close to a model more than 4x times its size, while vastly outperforming models of similar and even of a slightly larger size.
+
+
+| Model                                    |   Average |  SNLI Acc |  QA (HeQ) | Translation BLEU | Israeli Trivia | Params (B) |
+| ---------------------------------------- | --------: | --------: | --------: | ---------------: | -------------: | ---------: |
+| **Hebrew_Nemo**                          | **57.98** |     79.76 |     70.51 |        **30.83** |          50.83 |         12 |
+| ai21labs/AI21-Jamba-1.5-Mini             |     54.68 |     69.52 |     69.38 |            22.00 |      **57.81** |         52 |
+| deepseek-ai/DeepSeek-R1-Distill-Qwen-14B |     53.19 | **85.48** |     71.38 |            22.99 |          32.89 |         14 |
+| SicariusSicariiStuff/Zion_Alpha          |     53.55 |     84.05 |     67.67 |            27.93 |          34.55 |          7 |
+| Qwen/Qwen3-8B                            |     53.54 |     80.00 | **78.53** |            25.73 |          29.90 |          8 |
+| Mistral-Nemo-Base-2407                   |     51.24 |     65.95 |     68.48 |            28.99 |          41.53 |       12.0 |
+
+---
+
+**Hebrew_Nemo** also **vastly improves** upon the original Mistral Nemo by adding massive amounts of new knowledge while refining existing capabilities:
+
+| Metric               | Hebrew_Nemo | Mistral-Nemo-Base |   (% Improvement) |
+| :------------------- | ----------: | ----------------: | ----------------: |
+| **Average**          |   **57.98** |             51.24 |        **+13.2%** |
+| **SNLI Accuracy**    |   **79.76** |             65.95 |        **+20.9%** |
+| **QA (HeQ)**         |   **70.51** |             68.48 |         **+3.0%** |
+| **Translation BLEU** |   **30.83** |             28.99 |         **+6.3%** |
+| **Israeli Trivia**   |   **50.83** |             41.53 |        **+22.4%** |
+
+----
+
+
+
+### Technical Overview
+
+- **Model Type:** Causal Language Model (Decoder-only Transformer)
+- **Base Architecture:** Mistral Nemo
+- **Language Focus:** Hebrew (עברית) with maintained multilingual capabilities
+- **License:** Apache 2.0
+- **Parameters:** 12B
+- **Context Length:** 128K tokens
+- **Layers:** 40
+- **Dim:** 5,120
+- **Head dim:** 128
+- **Hidden dim:** 14,336
+- **Activation Function:** SwiGLU
+- **Number of heads:** 32
+- **Number of kv-heads:** 8 (GQA)
+- **Vocabulary size:** 2**17 ~= 128k
+- **Rotary embeddings (theta = 1M)**
+
+### Primary Use Cases
+
+- **Hebrew Text Generation:** High-quality content creation in modern Hebrew
+- **Translation:** Bidirectional translation between Hebrew and other languages
+- **Question Answering:** Advanced reasoning and comprehension in Hebrew contexts
+- **Dialogue Systems:** Conversational AI applications for Hebrew speakers
+- **Text Classification:** Sentiment analysis, topic modeling, and categorization of Hebrew content
+- **Named Entity Recognition:** Extraction of entities from Hebrew text
+- **Summarization:** Concise summaries of Hebrew documents and articles
+
+### Out-of-Scope Uses
+
+- Real-time critical decision-making systems (medical, legal, financial) without human oversight
+- Generation of content intended to deceive or manipulate
+- Applications requiring 100% factual accuracy without verification
+
+
+## Training Data and Training Methodology
+
+Hebrew_Nemo was trained on a diverse corpus including:
+
+| Source Type | Description | Language Coverage |
+|--------------|--------------|------------------|
+| Hebrew Wikipedia | Encyclopedia-style text | 100% Hebrew |
+| Hebrew Literature & Proverbs | Classic and modern | 100% Hebrew |
+| Hebrew-English Code-Mix | Social media & dialogue | 70% Hebrew / 30% English |
+| Synthetic Data | Instruction-following & reasoning | Mixed |
+
+Data was filtered, normalized, and token-balanced to reduce bias and improve generalization across dialects.
+
+Additional data trained:
+
+- Modern Hebrew web text and news articles
+- Hebrew literature and academic publications
+- Biblical and Rabbinic Hebrew texts for cultural depth
+- Hebrew social media and conversational data
+- Technical documentation in Hebrew
+- Parallel corpora for translation capabilities
+
+---
+
+**The training process involved:**
+
+1. Continued pre-training on Hebrew-rich datasets
+2. Instruction fine-tuning on Hebrew task-specific data
+3. Alignment through RLHF/DPO for Hebrew linguistic preferences
+
+---
+
+## 🚀 Key Features
+
+- **Native Hebrew Understanding:** Trained on millions of high-quality Hebrew documents spanning literature, news, Wikipedia, academic, and colloquial domains.
+- **Contextual Mastery:** Handles complex anaphora, idiomatic expressions, and mixed Hebrew-English text with high fidelity.
+- **Instruction-Tuned:** Aligned for chat, Q&A, summarization, and reasoning use cases.
+- **Cultural Awareness:** Sensitive to Hebrew cultural, religious, and social nuances.
+- **Optimized Inference:** Enhanced performance with Mistral’s memory-efficient attention and dynamic context window.
+
+---
+
+# Out of scope usage
+* Generating disinformation or biased political content
+* Automated decision-making without human oversight
+
+---
+
+## ⚙️ Limitations
+
+* May reflect **training corpus biases** (e.g., urban dialect prevalence, widespread opinions in Israeli social media)
+* Limited performance on **rare biblical or archaic Hebrew**
+* Occasionally mixes Hebrew and English when the context is ambiguous
+* Does not include alignment for safety moderation out of the box
+
+---
+
+# Model instruction template: ChatML
+
+```
+<|im_start|>system
+You answer the questions in Hebrew.<|im_end|>
+<|im_start|>User 
+{prompt}<|im_end|>
+<|im_start|>AI answer
+```
+
+---
+
+## 🗣️ Example Usage
+
+### Basic Inference
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "SicariusSicariiStuff/Hebrew_Nemo"
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype="auto",
+    device_map="auto"
+)
+
+prompt = "מהי בינה מלאכותית?"
+inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
+outputs = model.generate(**inputs, max_new_tokens=256, temperature=0.7)
+print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+```
+
+---
+
+### Chat Format
+
+```python
+messages = [
+    {"role": "user", "content": "ספר לי על ההיסטוריה של ירושלים"}
+]
+
+formatted_prompt = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True
+)
+
+inputs = tokenizer(formatted_prompt, return_tensors="pt").to(model.device)
+outputs = model.generate(**inputs, max_new_tokens=512)
+print(tokenizer.decode(outputs[0], skip_special_tokens=True))
+```
+
+### Quantization (for lower VRAM)
+
+```python
+from transformers import BitsAndBytesConfig
+
+quantization_config = BitsAndBytesConfig(
+    load_in_4bit=True,
+    bnb_4bit_compute_dtype=torch.bfloat16
+)
+
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    quantization_config=quantization_config,
+    device_map="auto"
+)
+```
+
+---
+
+## Available quantizations:
+
+- Original: [FP16](https://huggingface.co/SicariusSicariiStuff/Hebrew_Nemo)
+- GGUF: [Static Quants](https://huggingface.co/SicariusSicariiStuff/Hebrew_Nemo_GGUF)
+- Specialized: [FP8](https://huggingface.co/SicariusSicariiStuff/Hebrew_Nemo_FP8)
+- Mobile (ARM): [Q4_0](https://huggingface.co/SicariusSicariiStuff/Hebrew_Nemo_ARM)
+
+---
+
+
+## Citation
+
+```bibtex
+@misc{hebrew_nemo_2025,
+  author = {SicariusSicariiStuff},
+  title = {Hebrew_Nemo: State-of-the-Art Hebrew Language Model},
+  year = {2025},
+  publisher = {Hugging Face},
+  url = {https://huggingface.co/SicariusSicariiStuff/Hebrew_Nemo}
+}
+```
+
+
+## 🧰 Acknowledgements
+
+* [Mistral](https://mistral.ai/) for the base architecture
+* [NVIDIA NeMo](https://developer.nvidia.com/nemo) framework inspiration
+* Employee#11 for her unwavering support
+
+## Contact
+
+For questions, issues, or collaboration opportunities:
+- **HuggingFace:** [@SicariusSicariiStuff](https://huggingface.co/SicariusSicariiStuff)
+- **Issues:** Report technical issues on the model repository
+
+
+### Model Card Authors
+- [@SicariusSicariiStuff](https://huggingface.co/SicariusSicariiStuff)
\ No newline at end of file
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..2116e45
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,4 @@
+{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% for message in messages %}{{'<|im_start|>' + message['role'] + '
+' + message['content'] + '<|im_end|>' + '
+'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant
+' }}{% endif %}
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..966d89f
--- /dev/null
+++ b/config.json
@@ -0,0 +1,27 @@
+{
+  "_name_or_path": "SicariusSicariiStuff/Hebrew_Nemo",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 131072,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 1000000.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.54.1",
+  "use_cache": true,
+  "vocab_size": 131074
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..bbeeda1
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..c9e2a22
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "transformers_version": "4.54.1"
+}
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