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Stable Cypher Instruct 3B by lakkeo

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Model Card on HF 🤗: https://huggingface.co/lakkeo/stable-cypher-instruct-3b 

Stable Cypher Instruct 3B Benchmarks

LLME Score: 0.2406
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Stable Cypher Instruct 3B (lakkeo/stable-cypher-instruct-3b)

Stable Cypher Instruct 3B Parameters and Internals

Model Type 
causal-lm, code, cypher, graph, neo4j
Additional Notes 
The model is specialized in generating CYPHER queries from text for GraphDBs like neo4j. It demonstrates significant progress over previous state-of-the-art models like GPT4-o and is suggested to be finetuned on specific company syntax and entities.
Supported Languages 
en (English)
Training Details 
Data Sources:
https://github.com/neo4j-labs/text2cypher/tree/main/datasets/synthetic_opus_demodbs
Methodology:
Finetune
LLM NameStable Cypher Instruct 3B
Repository 🤗https://huggingface.co/lakkeo/stable-cypher-instruct-3b 
Base Model(s)  Stable Code Instruct 3B   stabilityai/stable-code-instruct-3b
Model Size3b
Required VRAM1.7 GB
Updated2024-12-22
Maintainerlakkeo
Model Typestablelm
Instruction-BasedYes
Model Files  3.6 GB   1.7 GB   2.0 GB   3.0 GB   5.6 GB
Supported Languagesen
GGUF QuantizationYes
Quantization Typegguf
Model ArchitectureStableLmForCausalLM
Licenseapache-2.0
Context Length16384
Model Max Length16384
Transformers Version4.41.2
Tokenizer ClassGPTNeoXTokenizer
Padding Token<|endoftext|>
Vocabulary Size50304
Torch Data Typefloat32

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Note: green Score (e.g. "73.2") means that the model is better than lakkeo/stable-cypher-instruct-3b.

Rank the Stable Cypher Instruct 3B 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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Original data from HuggingFace, OpenCompass and various public git repos.
Release v20241217
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