Trendyol LLM 7B Chat V1.8 by Trendyol

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  Autotrain compatible   Endpoints compatible   Mistral   Region:us   Safetensors   Sharded   Tensorflow   Tr

Trendyol LLM 7B Chat V1.8 Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Trendyol LLM 7B Chat V1.8 (Trendyol/Trendyol-LLM-7b-chat-v1.8)

Trendyol LLM 7B Chat V1.8 Parameters and Internals

Model Type 
Generative, Auto-regressive
Use Cases 
Areas:
Research, Commercial applications
Primary Use Cases:
Predicting next token in text strings
Limitations:
Limited real-world application testing, Bias and inaccuracies possible
Considerations:
Human oversight needed; filter outputs for public-facing applications.
Additional Notes 
Model effectiveness and reliability across diverse scenarios remain largely unverified.
Supported Languages 
English (Standard), Turkish (Standard)
Training Details 
Methodology:
Fine-tuning using LoRA
Context Length:
1024
Model Architecture:
Transformer with optimized architecture
Safety Evaluation 
Methodologies:
Safety and fairness evaluations recommended
Risk Categories:
Misinformation, Bias, Toxicity
Ethical Considerations:
Potential harmful use, unintended content, and bias.
Responsible Ai Considerations 
Fairness:
Model trained on large corpus; may reflect existing biases.
Transparency:
Not explicitly checked for offensive content.
Accountability:
Developers and users responsible for safe application.
Mitigation Strategies:
Application-specific testing and use of human curation layer recommended.
Input Output 
Input Format:
Text
Accepted Modalities:
Text
Output Format:
Generated Text
Performance Tips:
Use human curation and filters to improve output quality.
LLM NameTrendyol LLM 7B Chat V1.8
Repository ๐Ÿค—https://huggingface.co/Trendyol/Trendyol-LLM-7b-chat-v1.8 
Base Model(s)  Trendyol/Trendyol-LLM-7b-base-v1.1   Trendyol/Trendyol-LLM-7b-base-v1.1
Model Size7b
Required VRAM29.3 GB
Updated2025-02-22
MaintainerTrendyol
Model Typemistral
Model Files  4.8 GB: 1-of-6   5.0 GB: 2-of-6   5.0 GB: 3-of-6   4.8 GB: 4-of-6   5.0 GB: 5-of-6   4.7 GB: 6-of-6
Supported Languagestr
Model ArchitectureMistralForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.37.2
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size44312
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than Trendyol/Trendyol-LLM-7b-chat-v1.8.

Rank the Trendyol LLM 7B Chat V1.8 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241227