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LongAlign 13B 64K by THUDM

 »  All LLMs  »  THUDM  »  LongAlign 13B 64K   URL Share it on

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  Arxiv:2401.18058   Autotrain compatible   Dataset:thudm/longalign-10k   En   Endpoints compatible   Llama   Long context   Pytorch   Region:us   Zh
Model Card on HF 🤗: https://huggingface.co/THUDM/LongAlign-13B-64k 

LongAlign 13B 64K Benchmarks

LLME Score: 0.17555
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
LongAlign 13B 64K (THUDM/LongAlign-13B-64k)

LongAlign 13B 64K Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
research
Applications:
text generation
Primary Use Cases:
instruction-following capability evaluation on queries of 10k-100k length
Additional Notes 
LongAlign is the first full recipe for LLM alignment on long context. The model is open-sourced and can be used in various text generation tasks.
Supported Languages 
en (High Proficiency), zh (High Proficiency)
Training Details 
Data Sources:
THUDM/LongAlign-10k
Data Volume:
10,000 long instruction data of 8k-64k length
Methodology:
packing with loss weighting and sorted batching
Context Length:
64000
Input Output 
Input Format:
[INST] <user_query> [/INST]
Accepted Modalities:
text
Output Format:
text
LLM NameLongAlign 13B 64K
Repository 🤗https://huggingface.co/THUDM/LongAlign-13B-64k 
Model Size13b
Required VRAM26 GB
Updated2024-12-21
MaintainerTHUDM
Model Typellama
Model Files  26.0 GB
Supported Languagesen zh
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length65536
Model Max Length65536
Transformers Version4.33.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32256
Torch Data Typebfloat16

Quantized Models of the LongAlign 13B 64K

Model
Likes
Downloads
VRAM
LongAlign 13B 64K GGUF31394 GB
LongAlign 13B 64K AWQ2277 GB
LongAlign 13B 64K GPTQ1297 GB

Best Alternatives to LongAlign 13B 64K

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Luminaura RP 13B128K / 26 GB310
Yarn Llama 2 13B 128K128K / 26 GB937114
Agent Llama2 13B 80K80K / 26.4 GB260
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LongAlign 13B 64K Base64K / 26 GB253
Openbuddy Llama2 13B V15p1 64K64K / 26.1 GB274
Openbuddy Llama2 13b64k V1564K / 26.1 GB291
Yarn Llama 2 13B 64K64K / 26 GB65318
Airoboros L2 13B 2.1 YaRN 64K64K / 26 GB207
Giraffe 13B 32K V332K / 26 GB8226
Note: green Score (e.g. "73.2") means that the model is better than THUDM/LongAlign-13B-64k.

Rank the LongAlign 13B 64K Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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 v20241217
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