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Emoopt 13B by lzw1008

 »  All LLMs  »  lzw1008  »  Emoopt 13B   URL Share it on

  12   
  Arxiv:2401.08508   Autotrain compatible   En   Endpoints compatible   Opt   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/lzw1008/Emoopt-13b 

Emoopt 13B Benchmarks

LLME Score: 0.13004
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Emoopt 13B (lzw1008/Emoopt-13b)
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Emoopt 13B Parameters and Internals

Model Type 
affective analysis, instruction-following
Use Cases 
Areas:
Affective analysis
Applications:
Sentimental polarity classification, Categorical emotions classification, Sentiment strength regression, Emotion intensity regression
Primary Use Cases:
Affective classification, Sentiment analysis
Limitations:
Challenges in application due to bias and over-generalization
Considerations:
Adjust task description according to specific task.
Supported Languages 
en (English)
Training Details 
Data Sources:
AAID instruction tuning data
Methodology:
Finetuning
Model Architecture:
Finetuned based on OPT-13B
Safety Evaluation 
Risk Categories:
potential bias, incorrect predictions, over-generalization
Ethical Considerations:
Potential bias and over-generalization illustrated as possible risks.
Responsible Ai Considerations 
Fairness:
Bias such as gender gaps indicated.
Mitigation Strategies:
Challenges acknowledged in applying in real-world scenarios.
Input Output 
Accepted Modalities:
text
LLM NameEmoopt 13B
Repository 🤗https://huggingface.co/lzw1008/Emoopt-13b 
Model Size13b
Required VRAM25.7 GB
Updated2025-11-26
Maintainerlzw1008
Model Typeopt
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   4.8 GB: 3-of-6   4.8 GB: 4-of-6   5.0 GB: 5-of-6   1.1 GB: 6-of-6
Supported Languagesen
Model ArchitectureOPTForCausalLM
Licensemit
Context Length2048
Model Max Length2048
Transformers Version4.36.1
Tokenizer ClassGPT2Tokenizer
Padding Token<s>
Vocabulary Size50272
Torch Data Typefloat16
Activation Functionrelu
Errorsreplace

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Rank the Emoopt 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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