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ALMA 13B R by haoranxu

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  12580   
  Arxiv:2309.11674   Arxiv:2401.08417   Autotrain compatible   Endpoints compatible   Llama   Lora   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/haoranxu/ALMA-13B-R 

ALMA 13B R Benchmarks

MMLU Pro: 9.08
GPQA: 1.01
MUSR: 2.23
BBH: 8.82
IFEval: 0.39 vs 88 (so35)-99.6%
ARC: 55.55 vs 96.7 (so35)-42.6%
HellaSwag: 79.45 vs 95.3 (gpt4)-16.6%
MMLU: 49.52 vs 88.3 (so35)-43.9%
TruthfulQA: 36.09 vs 59 (gpt4)-38.8%
WinoGrande: 75.3 vs 87.5 (gpt4)-13.9%
MATH Lvl 5: 1.74
LLME Score: 0.21886
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
ALMA 13B R (haoranxu/ALMA-13B-R)
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ALMA 13B R Parameters and Internals

Model Type 
machine translation
Additional Notes 
ALMA-7B-Pretrain and ALMA-13B-Pretrain are only monolingually fine-tuned and are not translation models independently.
Supported Languages 
Chinese (High), English (High)
Training Details 
Data Sources:
Human-Written Parallel Data, Triplet Preference Data
Methodology:
LoRA fine-tuning with Contrastive Preference Optimization
Input Output 
Input Format:
Source sentence in prompt template
Accepted Modalities:
text
Output Format:
Translated output text
LLM NameALMA 13B R
Repository 🤗https://huggingface.co/haoranxu/ALMA-13B-R 
Model Size13b
Required VRAM26 GB
Updated2025-09-18
Maintainerhaoranxu
Model Files  0.0 GB   5.0 GB: 1-of-6   5.0 GB: 2-of-6   5.0 GB: 3-of-6   4.9 GB: 4-of-6   4.9 GB: 5-of-6   1.2 GB: 6-of-6
Model ArchitectureAutoModelForCausalLM
Licensemit
Is Biasednone
Tokenizer ClassLlamaTokenizer
Padding Token<unk>
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesdown_proj
LoRA Alpha32
LoRA Dropout0.05
R Param16

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Rank the ALMA 13B R Capabilities

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Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241124
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