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Model: locailabs/gemma-3-1b-it-sft-metamathqa-modelmerge
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ModelHub XC
2026-05-26 22:36:27 +08:00
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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
*.gz filter=lfs diff=lfs merge=lfs -text
*.h5 filter=lfs diff=lfs merge=lfs -text
*.joblib filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
*.model filter=lfs diff=lfs merge=lfs -text
*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
*.ot filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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---
library_name: transformers
base_model:
- google/gemma-3-1b-it
tags:
- gemma3
- math
- merged
license: gemma
---
# Gemma 3 1B IT — MetaMathQA Merged (α=0.5)
A merged model created by interpolating the weights of a MetaMathQA-finetuned Gemma 3 1B IT with the original base model.
## Method
1. **Fine-tune** `google/gemma-3-1b-it` on 7,000 samples from [MetaMathQA](https://huggingface.co/datasets/meta-math/MetaMathQA) using SFT.
2. **Merge** the fine-tuned weights back into the base model via linear interpolation with α=0.5:
$$\theta_{\text{merged}} = \alpha \cdot \theta_{\text{FT}} + (1 - \alpha) \cdot \theta_{\text{base}}$$
This simple averaging actually improves task-specific gain from fine-tuning while retaining more of the base model's instruction following that pure FT degrades.
## Results
| Method | MMLU Redux | GSM8K | IFEval |
|---|---|---|---|
| Base | 39.79 | 33.66 | **40.48** |
| FT | **41.02** | 37.15 | 28.84 |
| **Merged** | 40.53 | **39.58** | 36.41 |

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{{ bos_token }}
{%- if messages[0]['role'] == 'system' -%}
{%- if messages[0]['content'] is string -%}
{%- set first_user_prefix = messages[0]['content'] + '
' -%}
{%- else -%}
{%- set first_user_prefix = messages[0]['content'][0]['text'] + '
' -%}
{%- endif -%}
{%- set loop_messages = messages[1:] -%}
{%- else -%}
{%- set first_user_prefix = "" -%}
{%- set loop_messages = messages -%}
{%- endif -%}
{%- for message in loop_messages -%}
{%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}
{{ raise_exception("Conversation roles must alternate user/assistant/user/assistant/...") }}
{%- endif -%}
{%- if (message['role'] == 'assistant') -%}
{%- set role = "model" -%}
{%- else -%}
{%- set role = message['role'] -%}
{%- endif -%}
{{ '<start_of_turn>' + role + '
' + (first_user_prefix if loop.first else "") }}
{%- if message['content'] is string -%}
{{ message['content'] | trim }}
{%- elif message['content'] is iterable -%}
{%- for item in message['content'] -%}
{%- if item['type'] == 'image' -%}
{{ '<start_of_image>' }}
{%- elif item['type'] == 'text' -%}
{{ item['text'] | trim }}
{%- endif -%}
{%- endfor -%}
{%- else -%}
{{ raise_exception("Invalid content type") }}
{%- endif -%}
{{ '<end_of_turn>
' }}
{%- endfor -%}
{%- if add_generation_prompt -%}
{{'<start_of_turn>model
'}}
{%- endif -%}

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config.json Normal file
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{
"_sliding_window_pattern": 6,
"architectures": [
"Gemma3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"attn_logit_softcapping": null,
"bos_token_id": 2,
"cache_implementation": "hybrid",
"dtype": "float32",
"eos_token_id": 1,
"final_logit_softcapping": null,
"head_dim": 256,
"hidden_activation": "gelu_pytorch_tanh",
"hidden_size": 1152,
"initializer_range": 0.02,
"intermediate_size": 6912,
"layer_types": [
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"sliding_attention",
"sliding_attention",
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"sliding_attention",
"full_attention",
"sliding_attention",
"sliding_attention"
],
"max_position_embeddings": 32768,
"model_type": "gemma3_text",
"num_attention_heads": 4,
"num_hidden_layers": 26,
"num_key_value_heads": 1,
"pad_token_id": 0,
"query_pre_attn_scalar": 256,
"rms_norm_eps": 1e-06,
"rope_local_base_freq": 10000,
"rope_scaling": null,
"rope_theta": 1000000,
"sliding_window": 512,
"sliding_window_pattern": 6,
"transformers_version": "4.57.3",
"use_bidirectional_attention": false,
"use_cache": true,
"vocab_size": 262144
}

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{
"bos_token_id": 2,
"cache_implementation": "hybrid",
"do_sample": true,
"eos_token_id": [
1,
1,
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],
"pad_token_id": 0,
"top_k": 64,
"top_p": 0.95,
"transformers_version": "4.57.3"
}

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{
"boi_token": "<start_of_image>",
"bos_token": {
"content": "<bos>",
"lstrip": false,
"normalized": false,
"rstrip": false,
"single_word": false
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"eoi_token": "<end_of_image>",
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"image_token": "<image_soft_token>",
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tokenizer.json Normal file
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51352
tokenizer_config.json Normal file

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