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InstructPalmyra 20B by Writer

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  Autotrain compatible Dataset:writer/palmyra-data-in...   En   Endpoints compatible   Gpt2   Hf   Instructgpt   Palmyra   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/Writer/InstructPalmyra-20b 

InstructPalmyra 20B Benchmarks

ARC: 47.1 vs 96.7 (so35)-51.3%
HellaSwag: 73 vs 95.3 (gpt4)-23.4%
MMLU: 28.26 vs 88.3 (so35)-68%
TruthfulQA: 41.81 vs 59 (gpt4)-29.1%
WinoGrande: 64.72 vs 87.5 (gpt4)-26%
GSM8K: 2.58 vs 96.4 (so35)-97.3%
LLME Score: 0.15321
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
InstructPalmyra 20B (Writer/InstructPalmyra-20b)

InstructPalmyra 20B Parameters and Internals

Model Type 
Causal decoder-only
Use Cases 
Areas:
Research, Commercial applications
Applications:
Virtual assistants, Customer support, Content generation
Primary Use Cases:
Advanced natural language processing and comprehension
Limitations:
Primarily trained on English data; may not generalize to other languages, Potential offensive content and biases
Considerations:
Develop guardrails and take appropriate precautions for any production use.
Additional Notes 
Developed to address the growing demand for advanced natural language processing.
Supported Languages 
en (proficient)
Training Details 
Data Sources:
Writer/palmyra-data-index
Data Volume:
approximately 70,000 instruction-response records
Model Architecture:
Transformer Decoder
Responsible Ai Considerations 
Fairness:
Difficult to predict responses; may contain biases and offensive content.
Mitigation Strategies:
Recommended to curate or filter outputs before release.
LLM NameInstructPalmyra 20B
Repository 🤗https://huggingface.co/Writer/InstructPalmyra-20b 
Model Size20b
Required VRAM40.6 GB
Updated2025-02-05
MaintainerWriter
Model Typegpt2
Model Files  9.9 GB: 1-of-5   10.0 GB: 2-of-5   10.0 GB: 3-of-5   10.0 GB: 4-of-5   0.7 GB: 5-of-5
Supported Languagesen
Model ArchitectureGPT2LMHeadModel
Licenseapache-2.0
Model Max Length2048
Transformers Version4.32.0.dev0
Tokenizer ClassGPT2Tokenizer
Beginning of Sentence Token<|endoftext|>
End of Sentence Token<|endoftext|>
Unk Token<|endoftext|>
Vocabulary Size50258
Torch Data Typefloat16
Activation Functiongelu
Errorsreplace

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Note: green Score (e.g. "73.2") means that the model is better than Writer/InstructPalmyra-20b.

Rank the InstructPalmyra 20B Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

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 v20241227
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