Mathmate 7B DELLA ORPO by Haleshot

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Base model:finetune:haleshot/m... Base model:haleshot/mathmate-7... Dataset:argilla/distilabel-mat...   Finetuned   Llama   Math   Orpo   Preference-learning   Region:us   Safetensors   Sharded   Tensorflow

Mathmate 7B DELLA ORPO Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Mathmate 7B DELLA ORPO (Haleshot/Mathmate-7B-DELLA-ORPO)

Mathmate 7B DELLA ORPO Parameters and Internals

Model Type 
finetuned, math reasoning
Use Cases 
Primary Use Cases:
Mathematical reasoning tasks
Limitations:
May still make mistakes or provide incorrect solutions
Considerations:
Verify the model's output for critical applications or complex problems.
Additional Notes 
This model uses the ORPO technique adapted from DPO for mathematical problem-solving.
Training Details 
Data Sources:
argilla/distilabel-math-preference-dpo
Methodology:
Finetuning with ORPO technique
Input Output 
Input Format:
text prompt
Accepted Modalities:
text
Output Format:
text
Performance Tips:
Increase max_length, adjust temperature for better responses.
LLM NameMathmate 7B DELLA ORPO
Repository ๐Ÿค—https://huggingface.co/Haleshot/Mathmate-7B-DELLA-ORPO 
Base Model(s)  Haleshot/Mathmate-7B-DELLA   Haleshot/Mathmate-7B-DELLA
Model Size7b
Required VRAM13.8 GB
Updated2025-02-22
MaintainerHaleshot
Model Typellama
Model Files  5.0 GB: 1-of-3   5.0 GB: 2-of-3   3.8 GB: 3-of-3
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length4096
Model Max Length4096
Transformers Version4.44.2
Tokenizer ClassLlamaTokenizer
Padding Token<|im_end|>
Vocabulary Size100004
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than Haleshot/Mathmate-7B-DELLA-ORPO.

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227