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Prem 1B SQL by prem-research

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Prem 1B SQL is an open-source language model by prem-research. Features: 1b LLM, VRAM: 5.4GB, Context: 16K, License: apache-2.0, LLM Explorer Score: 0.17.

  Conversational   En   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/prem-research/prem-1B-SQL 

Prem 1B SQL Benchmarks

LLME Score: 0.16753
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Prem 1B SQL (prem-research/prem-1B-SQL)
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Prem 1B SQL Parameters and Internals

LLM NamePrem 1B SQL
Repository 🤗https://huggingface.co/prem-research/prem-1B-SQL 
Model Size1b
Required VRAM5.4 GB
Updated2026-04-14
Maintainerprem-research
Model Typellama
Model Files  5.0 GB: 1-of-2   0.4 GB: 2-of-2   10.8 GB   0.0 GB
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length16384
Model Max Length16384
Transformers Version4.44.0
Tokenizer ClassLlamaTokenizer
Padding Token<｜end▁of▁sentence｜>
Vocabulary Size32256
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than prem-research/prem-1B-SQL.

Rank the Prem 1B SQL 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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