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H2ogpt Oasst1 512 20B by h2oai

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  Autotrain compatible Dataset:h2oai/openassistant oa... Dataset:h2oai/openassistant oa...   En   Gpt   Gpt neox   Open-source   Pytorch   Region:us   Sharded
Model Card on HF 🤗: https://huggingface.co/h2oai/h2ogpt-oasst1-512-20b 

H2ogpt Oasst1 512 20B Benchmarks

ARC: 46.93 vs 96.7 (so35)-51.5%
HellaSwag: 72.77 vs 95.3 (gpt4)-23.6%
MMLU: 26.25 vs 88.3 (so35)-70.3%
TruthfulQA: 37.5 vs 59 (gpt4)-36.4%
WinoGrande: 68.03 vs 87.5 (gpt4)-22.3%
GSM8K: 3.18 vs 96.4 (so35)-96.7%
LLME Score: 0.15093
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
H2ogpt Oasst1 512 20B (h2oai/h2ogpt-oasst1-512-20b)

H2ogpt Oasst1 512 20B Parameters and Internals

Model Type 
text generation, instruction-following, large language model
Use Cases 
Primary Use Cases:
Instruction-following, Text generation
Limitations:
May produce biased, racist, offensive, or inappropriate content, Can produce incorrect, nonsensical, or irrelevant responses
Considerations:
Critical evaluation of the generated content is required. Use responsibly and ethically.
Additional Notes 
This model is for commercial use and is optimized for use with the transformers library on machines with GPUs.
Supported Languages 
en (English)
Training Details 
Data Sources:
h2oai/openassistant_oasst1, h2oai/openassistant_oasst1_h2ogpt
Methodology:
fine-tuning
Model Architecture:
GPTNeoXForCausalLM
LLM NameH2ogpt Oasst1 512 20B
Repository 🤗https://huggingface.co/h2oai/h2ogpt-oasst1-512-20b 
Model Size20b
Required VRAM41.2 GB
Updated2025-02-05
Maintainerh2oai
Model Typegpt_neox
Model Files  4.9 GB: 1-of-9   4.9 GB: 2-of-9   4.8 GB: 3-of-9   4.8 GB: 4-of-9   4.9 GB: 5-of-9   4.8 GB: 6-of-9   4.8 GB: 7-of-9   4.9 GB: 8-of-9   2.4 GB: 9-of-9
Supported Languagesen
Model ArchitectureGPTNeoXForCausalLM
Licenseapache-2.0
Context Length2048
Model Max Length2048
Transformers Version4.28.1
Tokenizer ClassGPTNeoXTokenizer
Vocabulary Size50432
Torch Data Typefloat16

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Note: green Score (e.g. "73.2") means that the model is better than h2oai/h2ogpt-oasst1-512-20b.

Rank the H2ogpt Oasst1 512 20B 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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