TinyLlama 1.1B Chat V1.0 Seo Optimised Title Suggestion V1.0 by shivanikerai

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  Autotrain compatible   Conversational   Endpoints compatible   Llama   Pytorch   Region:us

TinyLlama 1.1B Chat V1.0 Seo Optimised Title Suggestion V1.0 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
TinyLlama 1.1B Chat V1.0 Seo Optimised Title Suggestion V1.0 (shivanikerai/TinyLlama-1.1B-Chat-v1.0-seo-optimised-title-suggestion-v1.0)

TinyLlama 1.1B Chat V1.0 Seo Optimised Title Suggestion V1.0 Parameters and Internals

Model Type 
Text Generation
Use Cases 
Areas:
E-commerce, Content Creation, Customer Service
Applications:
SEO optimization, Product Title Generation
Primary Use Cases:
Generating content based on given keywords
Considerations:
The model should not be used for sensitive content without explicit checks.
Additional Notes 
Ensure proper supervision when using for sensitive tasks.
Supported Languages 
en (fluent)
Training Details 
Data Sources:
Internet Text
Data Volume:
570GB
Context Length:
4096
Model Architecture:
Transformer
Safety Evaluation 
Risk Categories:
Bias, Misinformation
Ethical Considerations:
Models should not be used to generate hate speech or misinformation.
Responsible Ai Considerations 
Fairness:
Efforts are made to ensure datasets are diverse but inherent biases must be considered.
Transparency:
Detailed system card available.
Accountability:
OpenAI
Mitigation Strategies:
Continual fine-tuning to address biases.
Input Output 
Input Format:
Text input
Accepted Modalities:
text
Output Format:
Generated Text
Performance Tips:
Avoid repetitive input for diversity.
Release Notes 
Version:
3.0
Date:
2020-11-30
Notes:
Introduced GPT-3 with improved language understanding.
LLM NameTinyLlama 1.1B Chat V1.0 Seo Optimised Title Suggestion V1.0
Repository ๐Ÿค—https://huggingface.co/shivanikerai/TinyLlama-1.1B-Chat-v1.0-seo-optimised-title-suggestion-v1.0 
Model Size1.1b
Required VRAM2.2 GB
Updated2025-02-22
Maintainershivanikerai
Model Typellama
Model Files  2.2 GB
Model ArchitectureLlamaForCausalLM
Context Length2048
Model Max Length2048
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size32001
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than shivanikerai/TinyLlama-1.1B-Chat-v1.0-seo-optimised-title-suggestion-v1.0.

Rank the TinyLlama 1.1B Chat V1.0 Seo Optimised Title Suggestion V1.0 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  
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Multi-Language Support and Translation  

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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227