Model Card
Model Description
This model is a fine-tuned version of ChatGLM3-6B, designed for conversational AI applications. It uses a BERT-based embedding model for text representation.
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Model Card Model Description This model is a fine-tuned version of ChatGLM3-6B, designed for conversational AI applications. It uses a BERT-based embedding model for text representation. Model Architecture
Base Model: ChatGLM3-6B Embedding Model: BERT-based architecture (BertForMaskedLM) Type: Conversational AI Language: Chinese (presumably, based on ChatGLM3's primary language support)
Input & Output
Input: Text (conversation/dialogue format) Output: Text (conversational responses)
Uses Primary Intended Uses
Conversational AI applications Text-based dialogue systems
Out-of-Scope Uses
Not intended for production deployment without proper evaluation Not recommended for critical decision-making systems Not suitable for medical, legal, or financial advice
Training Data The model has been trained on custom datasets. Due to the proprietary nature of the training data, specific details are not publicly available. Training Process
Base Model: ChatGLM3-6B Fine-tuning: Custom dataset Embedding: BERT-based model
Performance and Limitations Performance Metrics Performance metrics are not currently available. Users should conduct their own evaluation based on their specific use cases. Limitations
The model's performance characteristics have not been thoroughly evaluated May inherit biases from both ChatGLM3-6B and the custom training data Should be used with appropriate content filtering and safety measures
Recommendations Suggested Uses
Testing and development environments Non-critical conversational applications Research and experimentation
Technical Requirements
Compatible with ChatGLM3-6B system requirements Requires appropriate GPU resources for inference
Ethical Considerations Users should be aware that:
The model may produce unexpected or biased outputs Output should be monitored and filtered for inappropriate content The model should not be used for making critical decisions affecting human welfare
Future Work Suggested areas for improvement:
Comprehensive performance evaluation Documentation of specific use cases and limitations Development of safety guidelines Collection of user feedback for improvement
Citation and License License information is not specified. Users should consult with the model creators regarding usage rights and restrictions.
Note: This model card is based on limited available information and should be updated as more details become available.
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THUDM/chatglm3-6b