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Llama 3 8B ProLong 512K Instruct by princeton-nlp

 »  All LLMs  »  princeton-nlp  »  Llama 3 8B ProLong 512K Instruct   URL Share it on

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  Arxiv:2410.02660 Base model:finetune:princeton-... Base model:princeton-nlp/llama... Dataset:huggingfaceh4/ultracha... Dataset:princeton-nlp/prolong-... Dataset:princeton-nlp/prolong-...   Instruct   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/princeton-nlp/Llama-3-8B-ProLong-512k-Instruct 

Llama 3 8B ProLong 512K Instruct Benchmarks

MMLU Pro: 24.96
GPQA: 4.14
MUSR: 12.09
BBH: 28.67
IFEval: 39.78 vs 88 (so35)-54.8%
MATH Lvl 5: 6.27
LLME Score: 0.33229
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 ProLong 512K Instruct (princeton-nlp/Llama-3-8B-ProLong-512k-Instruct)

Llama 3 8B ProLong 512K Instruct Parameters and Internals

Model Type 
long-context instruction-tuned
Additional Notes 
The model is the first open-source model to effectively support a 512K context window. Extensive ablations conducted to find effective ways to extend LM’s context length.
Training Details 
Data Sources:
Books, Textbooks, The Stack V1, StackExchange, Tulu-v2, Wikipedia, Arxiv, OpenWebMath, FineWeb, FineWeb-EDU
Data Volume:
40B tokens
Methodology:
long-context training, fine-tuning on UltraChat
Context Length:
512000
LLM NameLlama 3 8B ProLong 512K Instruct
Repository 🤗https://huggingface.co/princeton-nlp/Llama-3-8B-ProLong-512k-Instruct 
Base Model(s)  Llama 3 8B ProLong 512K Base   princeton-nlp/Llama-3-8B-ProLong-512k-Base
Model Size8b
Required VRAM32.1 GB
Updated2024-12-22
Maintainerprinceton-nlp
Model Typellama
Instruction-BasedYes
Model Files  4.9 GB: 1-of-7   4.8 GB: 2-of-7   5.0 GB: 3-of-7   5.0 GB: 4-of-7   4.8 GB: 5-of-7   5.0 GB: 6-of-7   2.6 GB: 7-of-7
Model ArchitectureLlamaForCausalLM
Licensellama3
Context Length524288
Model Max Length524288
Tokenizer ClassPreTrainedTokenizerFast
Padding Token!
Vocabulary Size128256
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than princeton-nlp/Llama-3-8B-ProLong-512k-Instruct.

Rank the Llama 3 8B ProLong 512K Instruct 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 v20241217
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