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added usage code

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  1. README.md +11 -0
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@@ -13,6 +13,17 @@ tags:
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  Indus-NER-DEAL (nasa-smd-ibm-v0.1_NER_DEAL) is a RoBERTa-based, Encoder-only transformer model, domain-adapted for NASA Science Mission Directorate (SMD) applications. It's fine-tuned on scientific journals and articles relevant to NASA SMD, aiming to enhance natural language technologies like information retrieval and intelligent search.
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  This specific fork was finetuned on SciX Digital Library (https://scixplorer.org/, formerly NASA-ADS) proprietary data to label text with DEAL labels (https://ui.adsabs.harvard.edu/WIESP/2022/LabelDefinitions)
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  ## Model Details
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  - **Base Model**: RoBERTa
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  - **Tokenizer**: Custom
 
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  Indus-NER-DEAL (nasa-smd-ibm-v0.1_NER_DEAL) is a RoBERTa-based, Encoder-only transformer model, domain-adapted for NASA Science Mission Directorate (SMD) applications. It's fine-tuned on scientific journals and articles relevant to NASA SMD, aiming to enhance natural language technologies like information retrieval and intelligent search.
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  This specific fork was finetuned on SciX Digital Library (https://scixplorer.org/, formerly NASA-ADS) proprietary data to label text with DEAL labels (https://ui.adsabs.harvard.edu/WIESP/2022/LabelDefinitions)
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+ ## Usage
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+ ```python
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+ from transformers import AutoModelForTokenClassification, AutoTokenizer
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+ INDUS_NER_DEAL = AutoModelForTokenClassification.from_pretrained(pretrained_model_name_or_path='nasa-smd-ibm-v0.1_NER_DEAL',
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+ revision=None,
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+ )
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+
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+ INDUS__tokenizer = AutoTokenizer.from_pretrained(pretrained_model_name_or_path='nasa-smd-ibm-v0.1_NER_DEAL',
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+ do_lower_case=False,
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+ )
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+ ```
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  ## Model Details
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  - **Base Model**: RoBERTa
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  - **Tokenizer**: Custom