https://github.com/amitkumarj441/capsroute_ner

Capsule Routing for Named Entity Recognition
https://github.com/amitkumarj441/capsroute_ner

capsule-network entity-recognition neural-networks nlp

Last synced: 3 months ago
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Capsule Routing for Named Entity Recognition

• Host: GitHub
• URL: https://github.com/amitkumarj441/capsroute_ner
• Owner: amitkumarj441
• License: other
• Created: 2018-07-01T22:59:18.000Z (about 7 years ago)
• Default Branch: paper
• Last Pushed: 2020-12-22T20:16:27.000Z (over 4 years ago)
• Last Synced: 2025-03-28T07:02:59.503Z (3 months ago)
• Topics: capsule-network, entity-recognition, neural-networks, nlp
• Language: Jupyter Notebook
• Homepage:
• Size: 17.2 MB
• Stars: 10
• Watchers: 2
• Forks: 5
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# CapsRoute_NER

Capsule Routing for Named Entity Recognition

# Model

![](result/capsmodel_graph.png)

# Dataset

-> Conll2003: dev, train, test 

-> Rotten Tomatoes Dataset: train, test

# Results

|       Model        |       CoNLL-2003       |     Rotten Tomatoes Dataset     | Validation Accuracy |

|--------------------|------------------------|---------------------------------|---------------------|

| CapsNet            |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        96.47        |

| CapsNetGRU+FastText|:heavy_multiplication_x:|        :heavy_check_mark:       |        85.86        |          

| CapsNetGRU+Toxic   |:heavy_multiplication_x:|        :heavy_check_mark:       |        85.74        |

| BLSTM + CBOW       |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        89.65        |

| BLSTM + Skipgram   |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        89.78        |

| BLSTM+FastText     |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        89.72        |

| BLSTM+Glove6B50d   |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        97.17        |

| BLSTM+Glove6B200d  |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        97.52        |

| BLSTM+Glove6B300d  |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        97.60        |

| BLSTM+Glove42B300d |   :heavy_check_mark:   |     :heavy_multiplication_x:    |        97.75        |

| BLSTM+Glove840B300d|   :heavy_check_mark:   |     :heavy_multiplication_x:    |        97.01        |