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Model: EryriLabs/TriFusionNexus-7b
Source: Original Platform

.gitattributes

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README.md

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+---
+license: cc-by-nc-2.0
+library_name: transformers
+tags:
+- mergekit
+- merge
+base_model:
+- mlabonne/AlphaMonarch-7B
+- bardsai/jaskier-7b-dpo-v5.6
+- CultriX/NeuralTrix-7B-dpo
+model-index:
+- name: TriFusionNexus-7b
+  results:
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: AI2 Reasoning Challenge (25-Shot)
+      type: ai2_arc
+      config: ARC-Challenge
+      split: test
+      args:
+        num_few_shot: 25
+    metrics:
+    - type: acc_norm
+      value: 72.78
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=BuckeyBarnes/TriFusionNexus-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: HellaSwag (10-Shot)
+      type: hellaswag
+      split: validation
+      args:
+        num_few_shot: 10
+    metrics:
+    - type: acc_norm
+      value: 89.17
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=BuckeyBarnes/TriFusionNexus-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: MMLU (5-Shot)
+      type: cais/mmlu
+      config: all
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 64.44
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=BuckeyBarnes/TriFusionNexus-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: TruthfulQA (0-shot)
+      type: truthful_qa
+      config: multiple_choice
+      split: validation
+      args:
+        num_few_shot: 0
+    metrics:
+    - type: mc2
+      value: 78.13
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=BuckeyBarnes/TriFusionNexus-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: Winogrande (5-shot)
+      type: winogrande
+      config: winogrande_xl
+      split: validation
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 84.93
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=BuckeyBarnes/TriFusionNexus-7b
+      name: Open LLM Leaderboard
+  - task:
+      type: text-generation
+      name: Text Generation
+    dataset:
+      name: GSM8k (5-shot)
+      type: gsm8k
+      config: main
+      split: test
+      args:
+        num_few_shot: 5
+    metrics:
+    - type: acc
+      value: 68.46
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=BuckeyBarnes/TriFusionNexus-7b
+      name: Open LLM Leaderboard
+---
+# TriFusionNexus-7b
+
+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 [TIES](https://arxiv.org/abs/2306.01708) merge method using [CultriX/NeuralTrix-7B-dpo](https://huggingface.co/CultriX/NeuralTrix-7B-dpo) as a base.
+
+### Models Merged
+
+The following models were included in the merge:
+* [mlabonne/AlphaMonarch-7B](https://huggingface.co/mlabonne/AlphaMonarch-7B)
+* [bardsai/jaskier-7b-dpo-v5.6](https://huggingface.co/bardsai/jaskier-7b-dpo-v5.6)
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+models:
+  - model: CultriX/NeuralTrix-7B-dpo  # no parameters necessary for base model
+  - model: mlabonne/AlphaMonarch-7B
+    parameters:
+      density: 0.5  # fraction of weights in differences from the base model to retain
+      weight:   # weight gradient
+        - filter: mlp
+          value: 0.5
+        - value: 0
+  - model: bardsai/jaskier-7b-dpo-v5.6
+    parameters:
+      density: 0.5
+      weight: 0.5
+merge_method: ties
+base_model: CultriX/NeuralTrix-7B-dpo
+parameters:
+  normalize: true
+  int8_mask: true
+dtype: float16
+```
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_BuckeyBarnes__TriFusionNexus-7b)
+
+|             Metric              |Value|
+|---------------------------------|----:|
+|Avg.                             |76.32|
+|AI2 Reasoning Challenge (25-Shot)|72.78|
+|HellaSwag (10-Shot)              |89.17|
+|MMLU (5-Shot)                    |64.44|
+|TruthfulQA (0-shot)              |78.13|
+|Winogrande (5-shot)              |84.93|
+|GSM8k (5-shot)                   |68.46|
+

config.json

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+{
+  "_name_or_path": "CultriX/NeuralTrix-7B-dpo",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.38.1",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit_config.yml

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+models:
+  - model: CultriX/NeuralTrix-7B-dpo  # no parameters necessary for base model
+  - model: mlabonne/AlphaMonarch-7B
+    parameters:
+      density: 0.5  # fraction of weights in differences from the base model to retain
+      weight:   # weight gradient
+        - filter: mlp
+          value: 0.5
+        - value: 0
+  - model: bardsai/jaskier-7b-dpo-v5.6
+    parameters:
+      density: 0.5
+      weight: 0.5
+merge_method: ties
+base_model: CultriX/NeuralTrix-7B-dpo
+parameters:
+  normalize: true
+  int8_mask: true
+dtype: float16

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special_tokens_map.json

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+{
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+    "lstrip": false,
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+    "rstrip": false,
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+    "single_word": false
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+}

tokenizer_config.json

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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
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+      "single_word": false,
+      "special": true
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+  },
+  "additional_special_tokens": [],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": null,
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}