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StructLM 13B by TIGER-Lab

 »  All LLMs  »  TIGER-Lab  »  StructLM 13B   URL Share it on

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  Arxiv:2402.16671   Autotrain compatible   Codegen   Dataset:tiger-lab/skginstruct   En   Endpoints compatible   Llama   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/TIGER-Lab/StructLM-13B 

StructLM 13B Benchmarks

LLME Score: 0.16822
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
StructLM 13B (TIGER-Lab/StructLM-13B)

StructLM 13B Parameters and Internals

Model Type 
language model, structured knowledge grounding
Use Cases 
Areas:
research
Applications:
interpretation of structured data
Limitations:
May lack performance for chat applications
Additional Notes 
The 13B model uses a different prompt format than the 7B model.
Supported Languages 
en (high)
Training Details 
Data Sources:
TIGER-Lab/SKGInstruct, Open-Orca/SlimOrca
Methodology:
Finetuned with CodeLlama-Instruct-hf as base models
Input Output 
Input Format:
Specified prompt format
Accepted Modalities:
text
Output Format:
Structured outputs as per task requirements
Performance Tips:
Refer to evaluation code and setup on GitHub
LLM NameStructLM 13B
Repository 🤗https://huggingface.co/TIGER-Lab/StructLM-13B 
Model Size13b
Required VRAM26 GB
Updated2025-02-22
MaintainerTIGER-Lab
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Supported Languagesen
Generates CodeYes
Model ArchitectureLlamaForCausalLM
Licensemit
Context Length16384
Model Max Length16384
Transformers Version4.34.1
Tokenizer ClassCodeLlamaTokenizer
Padding Token</s>
Vocabulary Size32016
Torch Data Typebfloat16

Quantized Models of the StructLM 13B

Model
Likes
Downloads
VRAM
StructLM 13B GGUF42114 GB

Best Alternatives to StructLM 13B

Best Alternatives
Context / RAM
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Likes
NexusRaven V2 13B16K / 26 GB3931466
CodeLlama 13B Instruct Hf16K / 26 GB19300145
CodeLlama 13B MORepair16K / 26 GB202
CodeLlama 13B Hf16K / 26 GB9991104
CodeLlama 13B Hf16K / 26 GB123120
CodeLlama 13B Python Hf16K / 26 GB334550
...ma 13B Hf Truncated Embeddings16K / 52.3 GB50
Tora Code 13B V1.016K / 26 GB179514
CodeLlama 13B Instruct Hf16K / 26 GB105021
Codellama 13B Oasst Sft V1016K / 25.9 GB318566
Note: green Score (e.g. "73.2") means that the model is better than TIGER-Lab/StructLM-13B.

Rank the StructLM 13B 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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Release v20241227
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