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OneKE by zjunlp

 »  All LLMs  »  zjunlp  »  OneKE   URL Share it on

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  Arxiv:2402.14710   Autotrain compatible   Dataset:zjunlp/iepile   Dataset:zjunlp/instructie   En   Endpoints compatible   Llama   Pytorch   Region:us   Sharded   Zh
Model Card on HF 🤗: https://huggingface.co/zjunlp/OneKE 

OneKE Benchmarks

LLME Score: 0.17802
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
OneKE (zjunlp/OneKE)

OneKE Parameters and Internals

Model Type 
Knowledge Extraction, Bilingual Language Model
Use Cases 
Areas:
Research, Commercial applications
Applications:
Medical diagnostics, Financial report generation, Government regulation management
Primary Use Cases:
Knowledge extraction, Information extraction, Entity/relation/event extraction
Supported Languages 
en (English), zh (Chinese)
Training Details 
Data Sources:
zjunlp/iepile, zjunlp/InstructIE
Methodology:
Schema-based batched instruction construction with full parametric fine-tuning of Chinese-Alpaca-2-13B.
Input Output 
Input Format:
Dictionary-type string similar to JSON
Accepted Modalities:
text
Output Format:
Parsable JSON format
LLM NameOneKE
Repository 🤗https://huggingface.co/zjunlp/OneKE 
Model Size13b
Required VRAM26.5 GB
Updated2025-02-22
Maintainerzjunlp
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.7 GB: 3-of-3
Supported Languagesen zh
Model ArchitectureLlamaForCausalLM
Licensecc-by-nc-sa-4.0
Context Length4096
Model Max Length4096
Transformers Version4.33.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size55296
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than zjunlp/OneKE.

Rank the OneKE Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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 v20241227
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