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Model: nlpguy/Hermes-low-tune-3.1 Source: Original Platform
2026-05-06 18:24:21 +08:00
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+Copyright 2024 Pseudonym: nlpguy
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+
+Furthermore, the following terms and conditions apply:
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the “Software”), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies
+of the Software, and to permit persons to whom the Software is furnished to do
+so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
--- a/README.md
+++ b/README.md
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+---
+tags:
+- mergekit
+- merge
+base_model:
+- teknium/OpenHermes-2.5-Mistral-7B
+- nlpguy/Hermes-low-tune-2
+- charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B
+- openaccess-ai-collective/openhermes-2_5-dpo-no-robots
+- flemmingmiguel/Mistrality-7B
+- beowolx/MistralHermes-CodePro-7B-v1
+license_name: apache-2.0-mit-dual-license
+license_link: https://huggingface.co/nlpguy/Hermes-low-tune-3.1/raw/main/LICENSE
+model-index:
+- name: Hermes-low-tune-3.1
+  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: 65.44
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=nlpguy/Hermes-low-tune-3.1
+      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: 84.6
+      name: normalized accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=nlpguy/Hermes-low-tune-3.1
+      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: 64.13
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=nlpguy/Hermes-low-tune-3.1
+      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: 53.59
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=nlpguy/Hermes-low-tune-3.1
+      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: 78.61
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=nlpguy/Hermes-low-tune-3.1
+      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: 63.46
+      name: accuracy
+    source:
+      url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=nlpguy/Hermes-low-tune-3.1
+      name: Open LLM Leaderboard
+---
+# 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 [task arithmetic](https://arxiv.org/abs/2212.04089) merge method using [teknium/OpenHermes-2.5-Mistral-7B](https://huggingface.co/teknium/OpenHermes-2.5-Mistral-7B) as a base.
+
+### Models Merged
+
+The following models were included in the merge:
+* [nlpguy/Hermes-low-tune-2](https://huggingface.co/nlpguy/Hermes-low-tune-2)
+* [charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B](https://huggingface.co/charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B)
+* [openaccess-ai-collective/openhermes-2_5-dpo-no-robots](https://huggingface.co/openaccess-ai-collective/openhermes-2_5-dpo-no-robots)
+* [flemmingmiguel/Mistrality-7B](https://huggingface.co/flemmingmiguel/Mistrality-7B)
+* [beowolx/MistralHermes-CodePro-7B-v1](https://huggingface.co/beowolx/MistralHermes-CodePro-7B-v1)
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+base_model: teknium/OpenHermes-2.5-Mistral-7B
+dtype: bfloat16
+merge_method: task_arithmetic
+slices:
+- sources:
+  - layer_range: [0, 32]
+    model: teknium/OpenHermes-2.5-Mistral-7B
+  - layer_range: [0, 32]
+    model: nlpguy/Hermes-low-tune-2
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: beowolx/MistralHermes-CodePro-7B-v1
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: flemmingmiguel/Mistrality-7B
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: openaccess-ai-collective/openhermes-2_5-dpo-no-robots
+    parameters:
+      weight: 0.2
+```
+# [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_nlpguy__Hermes-low-tune-3.1)
+
+|             Metric              |Value|
+|---------------------------------|----:|
+|Avg.                             |68.31|
+|AI2 Reasoning Challenge (25-Shot)|65.44|
+|HellaSwag (10-Shot)              |84.60|
+|MMLU (5-Shot)                    |64.13|
+|TruthfulQA (0-shot)              |53.59|
+|Winogrande (5-shot)              |78.61|
+|GSM8k (5-shot)                   |63.46|
+
--- a/added_tokens.json
+++ b/added_tokens.json
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+  "<|im_end|>": 32000,
+  "<|im_start|>": 32001
+}
--- a/config.json
+++ b/config.json
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+{
+  "_name_or_path": "teknium/OpenHermes-2.5-Mistral-7B",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "bos_token_id": 1,
+  "eos_token_id": 32000,
+  "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": "bfloat16",
+  "transformers_version": "4.35.2",
+  "use_cache": false,
+  "vocab_size": 32002
+}
--- a/mergekit_config.yml
+++ b/mergekit_config.yml
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+base_model: teknium/OpenHermes-2.5-Mistral-7B
+dtype: bfloat16
+merge_method: task_arithmetic
+slices:
+- sources:
+  - layer_range: [0, 32]
+    model: teknium/OpenHermes-2.5-Mistral-7B
+  - layer_range: [0, 32]
+    model: nlpguy/Hermes-low-tune-2
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: beowolx/MistralHermes-CodePro-7B-v1
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: flemmingmiguel/Mistrality-7B
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: charlesdedampierre/TopicNeuralHermes-2.5-Mistral-7B
+    parameters:
+      weight: 0.2
+  - layer_range: [0, 32]
+    model: openaccess-ai-collective/openhermes-2_5-dpo-no-robots
+    parameters:
+      weight: 0.2
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--- a/tokenizer.json
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+  "chat_template": "{% for message in messages %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}",
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+  "unk_token": "<unk>",
+  "use_default_system_prompt": true,
+  "use_fast": true
+}