---
title: README
emoji: 📈
colorFrom: gray
colorTo: indigo
sdk: static
pinned: false
---

<img src="https://raw.githubusercontent.com/asahi417/tner/master/asset/tner_logo_horizontal.png" alt="" width="150" style="margin-left:'auto' margin-right:'auto' display:'block'"/>

<br>

Hosting models and datasets for <a href="https://github.com/asahi417/tner">T-NER</a>, which is a python tool for language model fine-tuning on named-entity-recognition (NER) implemented in pytorch, available via [pip](https://pypi.org/project/tner/).

Install tner via pip,
<pre class="line-numbers">
   <code class="language-python">
      pip install tner
   </code>
</pre>
and play with NER models.
<pre class="line-numbers">
   <code class="language-python">
      from tner import TransformersNER
      model = TransformersNER('tner/roberta-large-conll2003')
      output = model.prediction(["Jacob Collier is a Grammy awarded artist from London"])
   </code>
</pre>

See more information bellow.
<ul>
   <li>&nbsp; - GitHub: <a href="https://github.com/asahi417/tner">https://github.com/asahi417/tner</a></li>
   <li>&nbsp; - Model List: <a href="https://github.com/asahi417/tner/blob/master/MODEL_CARD.md">https://github.com/asahi417/tner/blob/master/MODEL_CARD.md</a></li>
   <li>&nbsp; - Dataset List: <a href="https://github.com/asahi417/tner/blob/master/DATASET_CARD.md">https://github.com/asahi417/tner/blob/master/DATASET_CARD.md</a></li>
   <li>&nbsp; - Paper: <a href="https://aclanthology.org/2021.eacl-demos.7/">T-NER (EACL 2021 demo)</a>, <a href="https://aclanthology.org/2021.eacl-demos.7/">TweetNER7 (AACL 2022 long paper)</a></li>
</ul>


<br>
<br>

| Description               | Link  |
|---------------------------|-------|
| Model Finetuning & Evaluation          | [![Sample](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1AlcTbEsp8W11yflT7SyT0L4C4HG6MXYr?usp=sharing) |
| Model Prediction          | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1mQ_kQWeZkVs6LgV0KawHxHckFraYcFfO?usp=sharing) |
| Multilingual NER Workflow | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1Mq0UisC2dwlVMP9ar2Cf6h5b1T-7Tdwb?usp=sharing) |