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ALMA 13B by haoranxu

 »  All LLMs  »  haoranxu  »  ALMA 13B   URL Share it on

  2134   
  Arxiv:2309.11674   Arxiv:2401.08417   Autotrain compatible   Endpoints compatible   Llama   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/haoranxu/ALMA-13B 

ALMA 13B Benchmarks

ARC: 56.83 vs 96.7 (so35)-41.2%
HellaSwag: 80.29 vs 95.3 (gpt4)-15.8%
MMLU: 49.92 vs 88.3 (so35)-43.5%
TruthfulQA: 37.57 vs 59 (gpt4)-36.3%
WinoGrande: 76.32 vs 87.5 (gpt4)-12.8%
LLME Score: 0.16102
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
ALMA 13B (haoranxu/ALMA-13B)
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ALMA 13B Parameters and Internals

Model Type 
Translation, LLM-based
Use Cases 
Areas:
Machine Translation
Applications:
Translation services, Language learning
Additional Notes 
Pretrained models should be used with LoRA models for optimal translation.
Training Details 
Data Sources:
human-written parallel data, triplet preference data, monolingual data
Data Volume:
20B monolingual tokens for ALMA-7B and 12B monolingual tokens for ALMA-13B
Methodology:
Fine-tuning on monolingual data followed by parallel data optimization
Input Output 
Input Format:
Text prompt with source and target languages specified
Accepted Modalities:
Text
Output Format:
Translated text
Release Notes 
Version:
ALMA-7B
Date:
2023
Notes:
Fine-tuned on 20B monolingual tokens followed by parallel data optimization.
Version:
ALMA-7B-LoRA
Date:
2023
Notes:
LoRA fine-tuning on human-written parallel data.
Version:
ALMA-7B-R
Date:
2024
Notes:
Further LoRA fine-tuning with contrastive preference optimization.
Version:
ALMA-13B
Date:
2023
Notes:
Fine-tuned on 12B monolingual tokens followed by parallel data optimization.
Version:
ALMA-13B-LoRA
Date:
2023
Notes:
LoRA fine-tuning on human-written parallel data.
Version:
ALMA-13B-R
Date:
2024
Notes:
Further LoRA fine-tuning with contrastive preference optimization.
LLM NameALMA 13B
Repository 🤗https://huggingface.co/haoranxu/ALMA-13B 
Model Size13b
Required VRAM52.1 GB
Updated2025-08-18
Maintainerhaoranxu
Model Typellama
Model Files  10.0 GB: 1-of-6   9.9 GB: 2-of-6   9.9 GB: 3-of-6   9.9 GB: 4-of-6   9.9 GB: 5-of-6   2.5 GB: 6-of-6
Model ArchitectureLlamaForCausalLM
Licensemit
Context Length4096
Model Max Length4096
Transformers Version4.30.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typefloat32

Quantized Models of the ALMA 13B

Model
Likes
Downloads
VRAM
ALMA 13B GGUF72375 GB
ALMA 13B AWQ3107 GB
ALMA 13B GPTQ2127 GB

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Rank the ALMA 13B 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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Release v20241124
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