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Falcon 7B Instruct by tiiuae

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  183679   
  Arxiv:1911.02150   Arxiv:2005.14165   Arxiv:2104.09864   Arxiv:2205.14135   Arxiv:2306.01116   Autotrain compatible   Conversational   Coreml   Custom code Dataset:tiiuae/falcon-refinedw...   En   Endpoints compatible   Falcon   Instruct   Pytorch   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/tiiuae/falcon-7b-instruct 

Falcon 7B Instruct Benchmarks

MMLU Pro: 1.73
MUSR: 3.25
BBH: 4.82
IFEval: 19.69 vs 88 (so35)-77.6%
ARC: 45.82 vs 96.7 (so35)-52.6%
HellaSwag: 70.78 vs 95.3 (gpt4)-25.7%
MMLU: 25.66 vs 88.3 (so35)-70.9%
TruthfulQA: 44.07 vs 59 (gpt4)-25.3%
WinoGrande: 68.03 vs 87.5 (gpt4)-22.3%
GSM8K: 4.62 vs 96.4 (so35)-95.2%
MATH Lvl 5: 0.6
LLME Score: 0.26381
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Falcon 7B Instruct (tiiuae/falcon-7b-instruct)

Falcon 7B Instruct Parameters and Internals

Model Type 
Causal decoder-only
Use Cases 
Limitations:
Trained mostly on English data; may not generalize to other languages, Carries stereotypes and biases from online corpus
Supported Languages 
English (high), French (high)
Training Details 
Data Sources:
Bai ze, GPT4All, GPTeacher, RefinedWeb-English
Data Volume:
250M tokens
Methodology:
finetuning
Context Length:
2048
Hardware Used:
32 A100 40GB GPUs on AWS SageMaker
Model Architecture:
Causal language modeling task with modifications from the GPT-3 architecture
Responsible Ai Considerations 
Mitigation Strategies:
Recommend users develop guardrails and take precautions for any production use.
LLM NameFalcon 7B Instruct
Repository 🤗https://huggingface.co/tiiuae/falcon-7b-instruct 
Model Size7b
Required VRAM14.4 GB
Updated2025-02-05
Maintainertiiuae
Model Typefalcon
Instruction-BasedYes
Model Files  9.9 GB: 1-of-2   4.5 GB: 2-of-2   9.9 GB: 1-of-2   4.5 GB: 2-of-2
Supported Languagesen
Model ArchitectureFalconForCausalLM
Licenseapache-2.0
Model Max Length2048
Transformers Version4.27.4
Is Biased0
Tokenizer ClassPreTrainedTokenizerFast
Vocabulary Size65024
Torch Data Typebfloat16

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Rank the Falcon 7B Instruct 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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