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OutEffHop Opt 125M by magicslabnu

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OutEffHop Opt 125M is an open-source language model by magicslabnu. Features: 125m LLM, VRAM: 0.5GB, Context: 0.5K, License: afl-3.0, LLM Explorer Score: 0.12.

  Arxiv:2404.03828   Custom code   Opt   Pytorch   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/magicslabnu/OutEffHop-opt-125m 

OutEffHop Opt 125M Benchmarks

LLME Score: 0.12434
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
OutEffHop Opt 125M (magicslabnu/OutEffHop-opt-125m)
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OutEffHop Opt 125M Parameters and Internals

LLM NameOutEffHop Opt 125M
Repository 🤗https://huggingface.co/magicslabnu/OutEffHop-opt-125m 
Model Size125m
Required VRAM0.5 GB
Updated2026-05-04
Maintainermagicslabnu
Model Typeopt
Model Files  0.5 GB
Model ArchitectureOPTForCausalLM
Licenseafl-3.0
Context Length512
Model Max Length512
Transformers Version4.31.0
Tokenizer ClassGPT2Tokenizer
Beginning of Sentence Token</s>
End of Sentence Token</s>
Unk Token</s>
Vocabulary Size50272
Torch Data Typefloat32
Activation Functionrelu
Errorsreplace

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BertQA2K / 0.5 GB50
BertQA2K / 0.5 GB130
Note: green Score (e.g. "73.2") means that the model is better than magicslabnu/OutEffHop-opt-125m.

Rank the OutEffHop Opt 125M 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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