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update link to repo (sebastianruder#243)
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ArdalanM authored and sebastianruder committed Mar 12, 2019
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Expand Up @@ -15,8 +15,8 @@ pertaining to the 4 largest classes. The dataset contains 30,000 training exampl
| ULMFiT (Howard and Ruder, 2018) | 5.01 | [Universal Language Model Fine-tuning for Text Classification](https://arxiv.org/abs/1801.06146) | [Official](http://nlp.fast.ai/ulmfit ) |
| CNN (Johnson and Zhang, 2016) * | 6.57 | [Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings](https://arxiv.org/abs/1602.02373) | [Official](https://github.com/riejohnson/ConText ) |
| DPCNN (Johnson and Zhang, 2017) | 6.87 | [Deep Pyramid Convolutional Neural Networks for Text Categorization](http://aclweb.org/anthology/P17-1052) | [Official](https://github.com/riejohnson/ConText ) |
| VDCN (Alexis et al., 2016) | 8.67 | [Very Deep Convolutional Networks for Text Classification](https://arxiv.org/abs/1606.01781) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/blob/master/src/VDCNN.py ) |
| Char-level CNN (Zhang et al., 2015) | 9.51 | [Character-level Convolutional Networks for Text Classification](https://papers.nips.cc/paper/5782-character-level-convolutional-networks-for-text-classification.pdf) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/blob/master/src/CNN.py ) |
| VDCN (Alexis et al., 2016) | 8.67 | [Very Deep Convolutional Networks for Text Classification](https://arxiv.org/abs/1606.01781) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/tree/master/src/vdcnn) |
| Char-level CNN (Zhang et al., 2015) | 9.51 | [Character-level Convolutional Networks for Text Classification](https://papers.nips.cc/paper/5782-character-level-convolutional-networks-for-text-classification.pdf) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/tree/master/src/cnn) |

\* Results reported in Johnson and Zhang, 2017

Expand All @@ -31,8 +31,8 @@ Models are evaluated based on error rate (lower is better).
| ULMFiT (Howard and Ruder, 2018) | 0.80 | [Universal Language Model Fine-tuning for Text Classification](https://arxiv.org/abs/1801.06146) | [Official](http://nlp.fast.ai/ulmfit ) |
| CNN (Johnson and Zhang, 2016) | 0.84 | [Supervised and Semi-Supervised Text Categorization using LSTM for Region Embeddings](https://arxiv.org/abs/1602.02373) | [Official](https://github.com/riejohnson/ConText ) |
| DPCNN (Johnson and Zhang, 2017) | 0.88 | [Deep Pyramid Convolutional Neural Networks for Text Categorization](http://aclweb.org/anthology/P17-1052) | [Official](https://github.com/riejohnson/ConText ) |
| VDCN (Alexis et al., 2016) | 1.29 | [Very Deep Convolutional Networks for Text Classification](https://arxiv.org/abs/1606.01781) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/blob/master/src/VDCNN.py ) |
| Char-level CNN (Zhang et al., 2015) | 1.55 | [Character-level Convolutional Networks for Text Classification](https://papers.nips.cc/paper/5782-character-level-convolutional-networks-for-text-classification.pdf) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/blob/master/src/CNN.py ) |
| VDCN (Alexis et al., 2016) | 1.29 | [Very Deep Convolutional Networks for Text Classification](https://arxiv.org/abs/1606.01781) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/tree/master/src/vdcnn) |
| Char-level CNN (Zhang et al., 2015) | 1.55 | [Character-level Convolutional Networks for Text Classification](https://papers.nips.cc/paper/5782-character-level-convolutional-networks-for-text-classification.pdf) | [Non Official](https://github.com/ArdalanM/nlp-benchmarks/tree/master/src/cnn) |

### TREC

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