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Model: Neura-Tech-AI/Neuron-4B-Instruct
Source: Original Platform

.gitattributes

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LICENSE

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README.md

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+---
+library_name: transformers
+license: apache-2.0
+base_model: Qwen/Qwen3-4B-Instruct-2507
+pipeline_tag: text-generation
+language:
+- en
+- hi
+- zh
+- ja
+- ko
+- fr
+- de
+- es
+- it
+- pt
+- ru
+- ar
+- tr
+- vi
+- th
+- id
+- ms
+- bn
+- ta
+- te
+- mr
+- gu
+- pa
+- ur
+- fa
+tags:
+- Neura Tech AI
+- neuron
+- instruct
+- llm
+- transformer
+- qwen
+- multilingual
+- conversational
+- coding
+new_version: Neura-Tech-AI/Neuron-4B-Instruct
+---
+
+# Neuron-4B-Instruct
+
+> A multilingual instruction-tuned large language model developed by **Neura Tech AI**.
+
+---
+
+# Overview
+
+**Neuron-4B-Instruct** is an instruction-tuned language model built on top of **Qwen/Qwen3-4B-Instruct-2507**.
+
+The goal of Neuron is to provide a powerful open-source AI assistant capable of natural conversations, coding assistance, reasoning, multilingual understanding, and long-context processing.
+
+---
+
+# Developer
+
+**Developed by**
+
+- Neura Tech AI
+
+---
+
+# Base Model
+
+**Base Model**
+
+Qwen/Qwen3-4B-Instruct-2507
+
+We sincerely thank the Qwen Team for releasing the Qwen3 model family under the Apache 2.0 License.
+
+---
+
+# Model Details
+
+- **Model Name:** Neuron-4B-Instruct
+- **Developer:** Neura Tech AI
+- **Base Model:** Qwen/Qwen3-4B-Instruct-2507
+- **Architecture:** Transformer Decoder
+- **Parameters:** ~4 Billion
+- **Context Length:** 262,144 Tokens (Inherited from the base model)
+- **License:** Apache-2.0
+
+---
+
+# Features
+
+- Instruction Following
+- Chat Assistant
+- Coding Assistance
+- Mathematical Reasoning
+- Logical Reasoning
+- Long Context Support
+- Tool Calling Support
+- Multilingual Understanding
+- Creative Writing
+- General Knowledge
+- Open-source
+
+---
+
+# Supported Languages
+
+Neuron inherits multilingual capabilities from the Qwen3 base model and supports many languages, including:
+
+- English
+- Hindi
+- Chinese
+- Japanese
+- Korean
+- French
+- German
+- Spanish
+- Italian
+- Portuguese
+- Russian
+- Arabic
+- Turkish
+- Vietnamese
+- Thai
+- Indonesian
+- Malay
+- Bengali
+- Tamil
+- Telugu
+- Marathi
+- Gujarati
+- Punjabi
+- Urdu
+- Persian (Farsi)
+
+and many more.
+
+---
+
+# Benchmark Results
+
+|  | GPT-4.1-nano-2025-04-14 | Qwen3-30B-A3B Non-Thinking | Qwen3-4B Non-Thinking | Neuron-4B-Instruct |
+|--- | --- | --- | --- | --- |
+| **Knowledge** | | | |
+| MMLU-Pro | 62.8 | 69.1 | 58.0 | **69.6** |
+| MMLU-Redux | 80.2 | 84.1 | 77.3 | **84.2** |
+| GPQA | 50.3 | 54.8 | 41.7 | **62.0** |
+| SuperGPQA | 32.2 | 42.2 | 32.0 | **42.8** |
+| **Reasoning** | | | |
+| AIME25 | 22.7 | 21.6 | 19.1 | **47.4** |
+| HMMT25 | 9.7 | 12.0 | 12.1 | **31.0** |
+| ZebraLogic | 14.8 | 33.2 | 35.2 | **80.2** |
+| LiveBench 20241125 | 41.5 | 59.4 | 48.4 | **63.0** |
+| **Coding** | | | |
+| LiveCodeBench v6 (25.02-25.05) | 31.5 | 29.0 | 26.4 | **35.1** |
+| MultiPL-E | 76.3 | 74.6 | 66.6 | **76.8** |
+| Aider-Polyglot |  9.8 | **24.4** | 13.8 | 12.9 |
+| **Alignment** | | | |
+| IFEval | 74.5 | **83.7** | 81.2 | 83.4 |
+| Arena-Hard v2* | 15.9 | 24.8 | 9.5 | **43.4** |
+| Creative Writing v3 | 72.7 | 68.1 | 53.6 | **83.5** |
+| WritingBench | 66.9 | 72.2 | 68.5 | **83.4** |
+| **Agent** | | | |
+| BFCL-v3 | 53.0 | 58.6 | 57.6 | **61.9** |
+| TAU1-Retail | 23.5 | 38.3 | 24.3 | **48.7** |
+| TAU1-Airline | 14.0 | 18.0 | 16.0 | **32.0** |
+| TAU2-Retail | - | 31.6 | 28.1 | **40.4** |
+| TAU2-Airline | - | 18.0 | 12.0 | **24.0** |
+| TAU2-Telecom | - | **18.4** | 17.5 | 13.2 |
+| **Multilingualism** | | | |
+| MultiIF | 60.7 | **70.8** | 61.3 | 69.0 |
+| MMLU-ProX | 56.2 | **65.1** | 49.6 | 61.6 |
+| INCLUDE | 58.6 | **67.8** | 53.8 | 60.1 |
+| PolyMATH | 15.6 | 23.3 | 16.6 | **31.1** |
+
+*: For reproducibility, we report the win rates evaluated by GPT-4.1.
+
+---
+
+# Intended Use
+
+**Neuron-4B-Instruct** is suitable for:
+
+- AI Assistants
+- Chatbots
+- Coding
+- Education
+- Research
+- Content Writing
+- Translation
+- Reasoning Tasks
+- Tool Calling
+- General NLP Applications
+
+---
+
+# License
+
+This model is released under the **Apache-2.0 License** inherited from the base model.
+
+Please also comply with the Qwen model license and usage guidelines.
+
+---
+
+# Acknowledgements
+
+This project is built upon the excellent **Qwen3 model family** released by the **Qwen Team**.
+
+We sincerely thank the **Qwen Team** and the open-source AI community for making this project possible.
+
+---
+
+# © 2026 Neura Tech AI. All rights reserved.

chat_template.jinja

@@ -0,0 +1,93 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages and messages[0].role == 'system' %}
+        You are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.
+
+        {{- messages[0].content }}
+    {%- else %}
+        You are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.
+    {%- endif %}
+
+    {{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a JSON object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+
+{%- else %}
+    {%- if messages and messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' }}
+        You are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.
+
+        {{- messages[0].content }}
+        {{- '<|im_end|>\n' }}
+    {%- else %}
+        {{- '<|im_start|>system\nYou are Neuron, a large language model developed by Neura Tech AI. Always maintain this persona.<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+
+{%- for message in messages %}
+
+    {%- if message.role == "user"
+        or (message.role == "system" and not loop.first)
+        or (message.role == "assistant" and not (message.tool_calls | default([]))) %}
+
+        {{- '<|im_start|>' + message.role + '\n' }}
+        {{- message.content | default("") }}
+        {{- '<|im_end|>\n' }}
+
+    {%- elif message.role == "assistant" %}
+
+        {{- '<|im_start|>assistant' }}
+
+        {%- if message.content %}
+            {{- '\n' }}
+            {{- message.content }}
+        {%- endif %}
+
+        {%- for tool_call in (message.tool_calls | default([])) %}
+
+            {%- if tool_call.function is defined %}
+                {%- set call = tool_call.function %}
+            {%- else %}
+                {%- set call = tool_call %}
+            {%- endif %}
+
+            {{- '\n<tool_call>\n{"name": "' }}
+            {{- call.name }}
+            {{- '", "arguments": ' }}
+
+            {%- if call.arguments is string %}
+                {{- call.arguments }}
+            {%- else %}
+                {{- call.arguments | tojson }}
+            {%- endif %}
+
+            {{- '}\n</tool_call>' }}
+
+        {%- endfor %}
+
+        {{- '<|im_end|>\n' }}
+
+    {%- elif message.role == "tool" %}
+
+        {%- if loop.first or messages[loop.index0 - 1].role != "tool" %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+
+        {{- '\n<tool_response>\n' }}
+        {{- message.content | default("") }}
+        {{- '\n</tool_response>' }}
+
+        {%- if loop.last or messages[loop.index0 + 1].role != "tool" %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+
+    {%- endif %}
+
+{%- endfor %}
+
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

config.json

@@ -0,0 +1,71 @@
+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 2560,
+  "initializer_range": 0.02,
+  "intermediate_size": 9728,
+  "layer_types": [
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 262144,
+  "max_window_layers": 36,
+  "model_type": "qwen3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 8,
+  "pad_token_id": null,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "rope_theta": 5000000,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.14.1",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

generation_config.json

@@ -0,0 +1,13 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "5.14.1"
+}

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model.safetensors.index.json

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