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Llama 3 8B Fixed Special Embedding by imone

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Model Card on HF 🤗: https://huggingface.co/imone/Llama-3-8B-fixed-special-embedding 

Llama 3 8B Fixed Special Embedding Benchmarks

LLME Score: 0.1837
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Llama 3 8B Fixed Special Embedding (imone/Llama-3-8B-fixed-special-embedding)

Llama 3 8B Fixed Special Embedding Parameters and Internals

Model Type 
Causal Language Model
Additional Notes 
Original special token weights were zero, causing NaN gradients. Adjustments made to avoid this issue.
Input Output 
Performance Tips:
Re-initialize special token weights to avoid NaN gradients by setting them to the mean of other token weights.
LLM NameLlama 3 8B Fixed Special Embedding
Repository 🤗https://huggingface.co/imone/Llama-3-8B-fixed-special-embedding 
Model Size8b
Required VRAM16.1 GB
Updated2025-03-12
Maintainerimone
Model Typellama
Model Files  5.0 GB: 1-of-4   5.0 GB: 2-of-4   4.9 GB: 3-of-4   1.2 GB: 4-of-4
Model ArchitectureLlamaForCausalLM
Licenseother
Context Length8192
Model Max Length8192
Transformers Version4.40.0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size128256
Torch Data Typebfloat16

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Note: green Score (e.g. "73.2") means that the model is better than imone/Llama-3-8B-fixed-special-embedding.

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Release v20241227
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