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Model: Lambent/Arsenic-Shahrazad-12B-v4.4
Source: Original Platform

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gguf filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

.gitignore

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+*.gguf
+Arsenic-v4.4-Merged-12B-BF16.gguf

README.md

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+---
+base_model:
+- Lambent/Arsenic-Shahrazad-12B-v4.3
+library_name: transformers
+tags:
+- mergekit
+- merge
+- not-for-all-audiences
+license: cc-by-nc-4.0
+---
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/mljsbS3C_G3Iw5bo0IqmY.png)
+
+Continued from the 4.3 lineage with Gemma staying securely in her role as judge rather than rewriting directly.
+
+600+ steps RLVR GRPO in spicy roleplaying first-turns, with Gemma 4 31b as judge paying attention to writing craft;
+followed by DPO including self-rewrites of about half of the particularly bad trajectories from RLVR
+(until Gemma rated them well in comparison, and particular issues like a godmoded POV were fixed).
+Ran 5 seeds at low batch size to explore and merged via Karcher mean.
+
+A mix of approaches including utilizing and not-utilizing the \<feelings\> tags were tried in RLVR.
+She's trying some interesting things with the tokens, including compound-word emotions that split the difference between word and phrase,
+but the ratings aren't notably better with the tags than without them -
+so I wouldn't consider her a reasoning model yet, and it's not in the chat template.
+
+More Arsenic self-portraits:
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/esvxSDtax8-pRBBz7xY1T.png)
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/dI1KgtNrjlaQj9SePbg4I.png)
+
+Amethyst:
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/PvbwmCUezvyGzJisFsLjl.png)
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/N52VF2BiCKKX83cXCROoE.png)
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/o7SS2xtSdoJoZM382acdu.png)
+
+
+Aegis:
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/lq_6sKB2AEZL5QizN2Xkk.png))
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/ufUlny8Oj5IFjLcY3CVkL.png)
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/6592ef6e2a0a886ef0872e71/cDtztRKinYZj23Ue53Ekr.png)
+
+
+
+# arsenic-v4.4-merged
+
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+
+## Merge Details
+### Merge Method
+
+This model was merged using the [Karcher Mean](https://en.wikipedia.org/wiki/Karcher_mean) merge method.
+
+### Models Merged
+
+The following models were included in the merge:
+* /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed1
+* /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed2
+* /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed5
+* /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed4
+* /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed3
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+models:
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed1
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed2
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed3
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed4
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed5
+merge_method: karcher
+parameters:
+  normalize: true
+  int8_mask: true
+tokenizer_source: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed1
+dtype: bfloat16
+
+```

chat_template.jinja

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+{#- Default system message if no system prompt is passed. #}
+{%- set default_system_message = '' %}
+
+{#- Begin of sequence token. #}
+{{- bos_token }}
+
+{#- Handle system prompt if it exists. #}
+{#- System prompt supports text content or text chunks. #}
+{%- if messages[0]['role'] == 'system' %}
+    {{- '[SYSTEM_PROMPT]' -}}
+    {%- if messages[0]['content'] is string %}
+        {{- messages[0]['content'] -}}
+    {%- else %}        
+        {%- for block in messages[0]['content'] %}
+            {%- if block['type'] == 'text' %}
+                {{- block['text'] }}
+            {%- else %}
+                {{- raise_exception('Only text chunks are supported in system message contents.') }}
+            {%- endif %}
+        {%- endfor %}
+    {%- endif %}
+    {{- '[/SYSTEM_PROMPT]' -}}
+    {%- set loop_messages = messages[1:] %}
+{%- else %}
+    {%- set loop_messages = messages %}
+    {%- if default_system_message != '' %}
+        {{- '[SYSTEM_PROMPT]' + default_system_message + '[/SYSTEM_PROMPT]' }}
+    {%- endif %}
+{%- endif %}
+
+
+{#- Tools definition #}
+{%- set tools_definition = '' %}
+{%- set has_tools = false %}
+{%- if tools is defined and tools is not none and tools|length > 0 %}
+    {%- set has_tools = true %}
+    {%- set tools_definition = '[AVAILABLE_TOOLS]' + (tools| tojson) + '[/AVAILABLE_TOOLS]' %}
+    {{- tools_definition }}
+{%- endif %}
+
+{#- Checks for alternating user/assistant messages. #}
+{%- set ns = namespace(index=0) %}
+{%- for message in loop_messages %}
+    {%- if message.role == 'user' or (message.role == 'assistant' and (message.tool_calls is not defined or message.tool_calls is none or message.tool_calls | length == 0)) %}
+        {%- if (message['role'] == 'user') != (ns.index % 2 == 0) %}
+            {{- raise_exception('After the optional system message, conversation roles must alternate user and assistant roles except for tool calls and results.') }}
+        {%- endif %}
+        {%- set ns.index = ns.index + 1 %}
+    {%- endif %}
+{%- endfor %}
+
+{#- Handle conversation messages. #}
+{%- for message in loop_messages %}
+
+    {#- User messages supports text content or text and image chunks. #}
+    {%- if message['role'] == 'user' %}
+        {%- if message['content'] is string %}
+            {{- '[INST]' + message['content'] + '[/INST]' }}
+        {%- elif message['content'] | length > 0 %}
+            {{- '[INST]' }}
+            {%- if message['content'] | length == 2 %}
+                {%- set blocks = message['content'] | sort(attribute='type') %}
+            {%- else %}
+                {%- set blocks = message['content'] %}
+            {%- endif %}
+            {%- for block in blocks %}
+                {%- if block['type'] == 'text' %}
+                    {{- block['text'] }}
+                {%- elif block['type'] in ['image', 'image_url'] %}
+                    {{- '[IMG]' }}
+                {%- else %}
+                    {{- raise_exception('Only text, image and image_url chunks are supported in user message content.') }}
+                {%- endif %}
+            {%- endfor %}
+            {{- '[/INST]' }}
+        {%- else %}
+            {{- raise_exception('User message must have a string or a list of chunks in content') }}
+        {%- endif %}
+
+    {#- Assistant messages supports text content or text and image chunks. #}
+    {%- elif message['role'] == 'assistant' %}
+        {%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %}
+            {{- raise_exception('Assistant message must have a string or a list of chunks in content or a list of tool calls.') }}
+        {%- endif %}
+
+        {%- if message['content'] is string %}
+            {{- message['content'] }}
+        {%- elif message['content'] | length > 0 %}
+            {%- for block in message['content'] %}
+                {%- if block['type'] == 'text' %}
+                    {{- block['text'] }}
+                {%- else %}
+                    {{- raise_exception('Only text chunks are supported in assistant message contents.') }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        
+        {%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 %}
+            {%- for tool in message['tool_calls'] %}
+                {%- set arguments = tool['function']['arguments'] %}
+                {%- if arguments is not string %}
+                    {%- set arguments = arguments|tojson|safe %}
+                {%- elif arguments == '' %}
+                    {%- set arguments = '{}' %}
+                {%- endif %}
+                {{- '[TOOL_CALLS]' + tool['function']['name'] + '[ARGS]' + arguments }}
+            {%- endfor %}
+        {%- endif %}
+
+        {#- End of sequence token for each assistant messages. #}
+        {{- eos_token }}
+
+    {#- Tool messages only supports text content. #}
+    {%- elif message['role'] == 'tool' %}
+        {{- '[TOOL_RESULTS]' + message['content']|string + '[/TOOL_RESULTS]' }}
+
+    {#- Raise exception for unsupported roles. #}
+    {%- else %}
+        {{- raise_exception('Only user, assistant and tool roles are supported, got ' + message['role'] + '.') }}
+    {%- endif %}
+{%- endfor %}

config.json

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+{
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "dtype": "bfloat16",
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 5120,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 1024000,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 40,
+  "num_key_value_heads": 8,
+  "pad_token_id": 10,
+  "rms_norm_eps": 1e-05,
+  "rope_parameters": {
+    "rope_theta": 1000000.0,
+    "rope_type": "default"
+  },
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "transformers_version": "5.2.0",
+  "unsloth_version": "2025.12.6",
+  "use_cache": false,
+  "vocab_size": 131072
+}

mergekit_config.yml

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+models:
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed1
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed2
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed3
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed4
+  - model: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed5
+merge_method: karcher
+parameters:
+  normalize: true
+  int8_mask: true
+tokenizer_source: /home/ann/Documents/Projects/training_models/outputs/baked_v44_craft_seed1
+dtype: bfloat16

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