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Chatglm3 6B Csc Chinese Lora by shibing624

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  Adapter Base model:adapter:thudm/chatg...   Base model:thudm/chatglm3-6b   Chatglm   Finetuned   Lora   Peft   Pytorch   Region:us   Safetensors   Zh
Model Card on HF 🤗: https://huggingface.co/shibing624/chatglm3-6b-csc-chinese-lora 

Chatglm3 6B Csc Chinese Lora Benchmarks

LLME Score: 0.14816
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Chatglm3 6B Csc Chinese Lora (shibing624/chatglm3-6b-csc-chinese-lora)

Chatglm3 6B Csc Chinese Lora Parameters and Internals

Model Type 
Text Generation
Use Cases 
Areas:
Research, Commercial applications
Primary Use Cases:
Chinese Spelling Correction
Additional Notes 
The model is integrated with pycorrector for easy use in Python scripts.
Supported Languages 
Chinese (High)
Training Details 
Data Sources:
https://huggingface.co/datasets/shibing624/CSC, https://github.com/shibing624/pycorrector/tree/llm/examples/data/grammar, https://huggingface.co/datasets/shibing624/sharegpt_gpt4
Training Time:
48 hours
Hardware Used:
6 * V100 32GB
Model Architecture:
LoRA
Input Output 
Input Format:
Text input for Chinese spelling correction
Accepted Modalities:
text
Output Format:
Corrected text
Performance Tips:
Utilize GPUs for faster inference.
Release Notes 
Version:
1.0
Date:
2023-10-01
Notes:
Initial release of the CSC LoRA model based on ChatGLM.
LLM NameChatglm3 6B Csc Chinese Lora
Repository 🤗https://huggingface.co/shibing624/chatglm3-6b-csc-chinese-lora 
Base Model(s)  Chatglm3 6B   THUDM/chatglm3-6b
Model Size6b
Required VRAM0.1 GB
Updated2025-02-05
Maintainershibing624
Model Files  0.1 GB   0.1 GB
Supported Languageszh
Model ArchitectureAdapter
Licenseapache-2.0
Is Biasednone
PEFT TypeLORA
LoRA ModelYes
PEFT Target Modulesdense|dense_4h_to_h|dense_h_to_4h|query_key_value
LoRA Alpha16
LoRA Dropout0.05
R Param8

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Note: green Score (e.g. "73.2") means that the model is better than shibing624/chatglm3-6b-csc-chinese-lora.

Rank the Chatglm3 6B Csc Chinese Lora 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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