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Table Llava V1.5 13B by SpursgoZmy

 »  All LLMs  »  SpursgoZmy  »  Table Llava V1.5 13B   URL Share it on

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  Arxiv:2310.03744   Arxiv:2406.08100   Autotrain compatible Dataset:liuhaotian/llava-instr... Dataset:liuhaotian/llava-pretr...   Dataset:spursgozmy/mmtab   En   Endpoints compatible   Instruct   Llava   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/SpursgoZmy/table-llava-v1.5-13b 

Table Llava V1.5 13B Benchmarks

LLME Score: 0.19744
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Table Llava V1.5 13B (SpursgoZmy/table-llava-v1.5-13b)

Table Llava V1.5 13B Parameters and Internals

Model Type 
multimodal, chatbot
Use Cases 
Areas:
research on large multimodal models and chatbots
Applications:
multimodal table understanding
Primary Use Cases:
research in computer vision, NLP, ML, AI
Limitations:
Limited to one table image as input, low input resolution may limit capacity.
Additional Notes 
Evaluated on 17 held-in and 7 held-out tabular benchmarks, and 2 non-tabular benchmarks: TextVQA and llava-bench-in-the-wild.
Supported Languages 
en (high)
Training Details 
Data Sources:
SpursgoZmy/MMTab, liuhaotian/LLaVA-Instruct-150K, liuhaotian/LLaVA-Pretrain
Data Volume:
Approximately 1.5 million instances
Methodology:
Two-stage training: pre-training with image-caption and table recognition data, followed by instruction tuning with multimodal data.
Model Architecture:
Follows LLaVA-v1.5 with CLIP-ViT-L-336px as the visual encoder, Vicuna-v1.5-13B as base LLM, and a two-layer MLP as the vision-language connector.
Input Output 
Input Format:
Single table image of resolution 336*336
Accepted Modalities:
image
LLM NameTable Llava V1.5 13B
Repository 🤗https://huggingface.co/SpursgoZmy/table-llava-v1.5-13b 
Model Size13b
Required VRAM26.6 GB
Updated2025-02-05
MaintainerSpursgoZmy
Model Typellava
Instruction-BasedYes
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.8 GB: 3-of-3
Supported Languagesen
Model ArchitectureLlavaLlamaForCausalLM
Context Length4096
Model Max Length4096
Transformers Version4.31.0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typebfloat16

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Rank the Table Llava V1.5 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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