commit 033f4ecf21122f8589fa96004527d1c82c419307
Author: ModelHub XC <noreply@modelhub.org.cn>
Date:   Wed Apr 29 20:28:06 2026 +0800

    初始化项目，由ModelHub XC社区提供模型
    
    Model: N-Bot-Int/ElaNore3-4B_ADJUSTED_merged
    Source: Original Platform

diff --git a/.gitattributes b/.gitattributes
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diff --git a/README.md b/README.md
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+---
+base_model: DreamFast/qwen3-4b-heretic
+tags:
+- Uncensored
+- text-generation-inference
+- transformers
+- unsloth
+- qwen3
+- trl
+- roleplay
+- conversational
+license: agpl-3.0
+pipeline_tag: text-generation
+language:
+- en
+datasets:
+- N-Bot-Int/Iris-Uncensored-Reformat-R2
+- N-Bot-Int/RP-Mixed-v1
+library_name: transformers
+new_version: N-Bot-Int/ElaNore3-4B_ADJUSTED_DPO-merged
+---
+# ADJUSTED MODEL, trained to respond better and handle context more precisely than the base MODEL!
+(USE EITHER VERSIONS! The base model is not yet DEPRECATED)
+
+# ElaNore3-4B - Is Now Released!
+![image](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/zSbeADIRxvkm3MzCmE_2m.png)
+- IMAGE GENERATED USING CHATGPT!
+
+# ElaNore3-4B, The Newest And BEST model WE HAVE MADE!
+- Feast your Eyes on ElaNore3-4B, trained on Qwen3-4B(CREDIT TO DREAMFAST for the HERETIC Base)
+- ElaNore3-4B, Is trained on Google Colab, with a goal of Making The **BEST** Smallest RP model
+that can be Run on any hardware!
+- ElaNore3 specializes in **Roleplaying** scenarios, with specialization on **ChatML** format!
+  
+*READ MORE FOR MORE INFO*
+4 BILLIONS PARAMS MODEL
+
+# ElaNore3-4B Model Procedure/Methodology:
+- **ElaNore3-4B** is trained Using **DreamFast**'s Heretical Version of the Base Model(Qwen3-4B).
+Dataset is prepared for ElaNore, with 6K Rows/Entry of Carefully Picked RP scenarios and Dataset From Iris-Uncensored-Reformat-R2,
+Synthetically Made Dataset Entry(4k combined) from Hermes, and Human Roleplay Entries available here in Huggingface.
+Forming The final Dataset Named: RP-MIXED-V2, which contains 60% Synthetic Dataset, 40% Human-Written Dataset all finetuned for RP in mind
+
+- 4k synthetically made dataset contains the following:
+    - Single Roleplay
+    - MultiTurn Roleplay
+    - Narration Roleplay
+
+- 2k Human Dataset contains the following:
+    - Human Written Roleplay
+    - Small Salvaged Dataset from Iris Uncensored Reformat R2
+
+- **ElaNore3-4B** is Trained using Unsloth, SFT with 3 Epochs with final Training loss of 1.4 using the RP-MIXED-V2 dataset,
+Trained on **GOOGLE COLAB FREE TIER** T4 GPU which took half a day to train(Lucky Me)
+
+- **ElaNore3-4B** is Our Brand New Powerful Model, If you ever encountered any issue, Want to commission us, or have any suggestions, please email us directly through
+  [nexus.networkinteractives@gmail.com](mailto:nexus.networkinteractives@gmail.com)
+  we value any reports, suggestions to how we improve future Model,
+  Once again feel free to finetune the model to your likings, However please consider Adding this Page
+  for **CREDITS**
+
+- Please handle the AI with Care and ethical considerations, when **FINETUNING** this AI model, due to its **UNCENSORED** Nature.
+- We are not responsible for what this model generates. Use it responsibly and legally. You downloaded it, you own what you do with it.
+
+  
+- **ElaNore3-4B** is
+  - **Developed by:** N-Bot-Int
+  - **License:** gpl 3.0
+
+    **EQ Bench V2 score(LEGACY BUT V3 IS EXPENSIVE AS FUQ soooooooo)**
+    ![my_model_eqbench_run_results-SHOWCASE](https://cdn-uploads.huggingface.co/production/uploads/6633a73004501e16e7896b86/B0VZ4dofVKQe599CEmKVv.png)
+    - **Slightly lowered due to EQ Bench not using ChatML which dipped the AI Model's performance slightly!**
+    - **METRIC SCORES ARE HIGHLY SUBJECTIVE, Feel free to use the model and judge them yourselves!**
+
+- # Notice
+  - **For a Good Experience, Please use**
+    - (PLEASE CALIBRATE THE MODEL DEPENDING ON THE CHARACTER CARD YOU USE)
+    - USE A SYSTEM PROMPT IF YOU NEED ACTIONS WRAPPED IN "*", Hermes does not use it nor human Roleplay on the dataset,
+    hence the model obtained a bias to not use asterisk on actions, but use double-quotes on character's words
+    - USE **CHATML**, the AI MODEL IS FINETUNED TO USE CHATML more than any other format!
+
+- # Detail card:
+  - Parameter
+    - 4 Billion Parameters
+    - (Please check your GPU Core, VRAM, CPU and RAM to see if you can comfortably run 4B models)
+
+- Finetuning tool:
+   - Unsloth AI
+    - This qwen3 model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
+    [<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+   - Fine-tuned Using:
+    - Google Colab Free Tier
\ No newline at end of file
diff --git a/chat_template.jinja b/chat_template.jinja
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--- /dev/null
+++ b/chat_template.jinja
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+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# 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[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if loop.last or (not loop.last and reasoning_content) %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|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' }}
+        {{- content }}
+        {{- '\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' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..1d53f9d
--- /dev/null
+++ b/config.json
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+{
+    "architectures": [
+        "Qwen3ForCausalLM"
+    ],
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "bos_token_id": 151643,
+    "torch_dtype": "float16",
+    "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": 40960,
+    "max_window_layers": 36,
+    "model_type": "qwen3",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 36,
+    "num_key_value_heads": 8,
+    "pad_token_id": 151643,
+    "rms_norm_eps": 1e-06,
+    "rope_parameters": {
+        "rope_theta": 1000000,
+        "rope_type": "default"
+    },
+    "sliding_window": null,
+    "tie_word_embeddings": true,
+    "unsloth_version": "2026.4.2",
+    "use_cache": true,
+    "use_sliding_window": false,
+    "vocab_size": 151936
+}
\ No newline at end of file
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diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000..10c92fa
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:476870a1f2fb6f6a2759a6ede2383bf9d5d738f17844563b65c91965b722ae09
+size 11422924
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000..3cb3d0b
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,19 @@
+{
+  "add_prefix_space": false,
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "is_local": false,
+  "max_length": null,
+  "model_max_length": 40960,
+  "pad_to_multiple_of": null,
+  "pad_token": "<|endoftext|>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {{- messages[0].content + '\\n\\n' }}\n    {%- endif %}\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>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\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\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and message.content is string and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if message.content is string %}\n        {%- set content = message.content %}\n    {%- else %}\n        {%- set content = '' %}\n    {%- endif %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is string %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in content %}\n                {%- set reasoning_content = content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n                {%- set content = content.split('</think>')[-1].lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if loop.last or (not loop.last and reasoning_content) %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- endif %}\n{%- endif %}"
+}
\ No newline at end of file