LongForm OPT 6.7B by akoksal

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  Arxiv:2304.08460   Autotrain compatible   Dataset:akoksal/longform   De   En   Endpoints compatible   Es   Fr   Instruct   It   Multilingual   Opt   Pytorch   Region:us

LongForm OPT 6.7B Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
LongForm OPT 6.7B (akoksal/LongForm-OPT-6.7B)

LongForm OPT 6.7B Parameters and Internals

Model Type 
instruction-tuning, text-generation-inference, text2text-generation
Use Cases 
Areas:
research, commercial applications
Applications:
text generation, instruction following, essay writing, story generation
Primary Use Cases:
text2text generation in various languages
Limitations:
issues with structured prediction tasks and potential hallucination problems
Considerations:
Models might have limitations related to structured prediction tasks and can present hallucination problems.
Additional Notes 
The LongForm dataset leverages English corpus examples with reverse instructions. Extracts documents from existing corpora such as C4, Wikipedia, Stack Exchange, and WikiHow.
Supported Languages 
en (English), multilingual (, de, it, es, fr)
Input Output 
Input Format:
[EOI] to indicate the end of instruction
Accepted Modalities:
text
Output Format:
Text output based on given instructions
Release Notes 
Date:
2023
Notes:
Effective instruction tuning with reverse instructions, covering numerous tasks.
LLM NameLongForm OPT 6.7B
Repository ๐Ÿค—https://huggingface.co/akoksal/LongForm-OPT-6.7B 
Model Size6.7b
Required VRAM13.3 GB
Updated2024-12-22
Maintainerakoksal
Model Typeopt
Instruction-BasedYes
Model Files  13.3 GB
Supported Languagesen de it es fr
Model ArchitectureOPTForCausalLM
Context Length2048
Model Max Length2048
Transformers Version4.26.1
Tokenizer ClassGPT2Tokenizer
Beginning of Sentence Token</s>
End of Sentence Token</s>
Unk Token</s>
Vocabulary Size50272
Torch Data Typebfloat16
Activation Functionrelu
Errorsreplace

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Note: green Score (e.g. "73.2") means that the model is better than akoksal/LongForm-OPT-6.7B.

Rank the LongForm OPT 6.7B 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 v20241217