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MindLLM 1b3 Chat Zh V2.0 by bit-dny

 »  All LLMs  »  bit-dny  »  MindLLM 1b3 Chat Zh V2.0   URL Share it on

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  Arxiv:2310.15777   Autotrain compatible   Conversational   En   Endpoints compatible   Gpt neo   Pytorch   Region:us   Zh
Model Card on HF 🤗: https://huggingface.co/bit-dny/MindLLM-1b3-chat-zh-v2.0 

MindLLM 1b3 Chat Zh V2.0 Benchmarks

LLME Score: 0.12809
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
MindLLM 1b3 Chat Zh V2.0 (bit-dny/MindLLM-1b3-chat-zh-v2.0)
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MindLLM 1b3 Chat Zh V2.0 Parameters and Internals

Model Type 
Pretrained Causal Language Model
Additional Notes 
Intended to provide a non-restricted small model for exploring safety challenges and domain-specific applications.
Supported Languages 
en (high proficiency), zh (high proficiency)
Training Details 
Data Sources:
Pile, Wudao, CBooks, self-collected data from filtered websites
Data Volume:
241 billion English tokens and 82 billion Chinese tokens
Methodology:
Two-stage training strategy using cross-entropy loss; fine-tuned on 4 million Chinese instruction samples
Model Architecture:
Transformer
LLM NameMindLLM 1b3 Chat Zh V2.0
Repository 🤗https://huggingface.co/bit-dny/MindLLM-1b3-chat-zh-v2.0 
Required VRAM3 GB
Updated2025-09-23
Maintainerbit-dny
Model Typegpt_neo
Model Files  3.0 GB
Supported Languagesen zh
Model ArchitectureGPTNeoForCausalLM
Licenseapache-2.0
Context Length2048
Model Max Length2048
Transformers Version4.34.1
Tokenizer ClassGPT2Tokenizer
Padding Token[PAD]
Vocabulary Size75170
Torch Data Typebfloat16
Activation Functiongelu_new
Errorsreplace

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Note: green Score (e.g. "73.2") means that the model is better than bit-dny/MindLLM-1b3-chat-zh-v2.0.

Rank the MindLLM 1b3 Chat Zh V2.0 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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