Skip to content

Commit

Permalink
Typo correction for BIO full form (#407)
Browse files Browse the repository at this point in the history
  • Loading branch information
@thumbarnirmal @sebastianruder
thumbarnirmal authored and sebastianruder committed Jan 3, 2020
1 parent b8b3274 commit c4e2ded
Showing 1 changed file with 2 additions and 2 deletions.
4 changes: 2 additions & 2 deletions english/intent_detection_slot_filling.md
View file
Original file line number Diff line number Diff line change
Expand Up @@ -13,7 +13,7 @@ Slots:
```

## ATIS
ATIS (Air Travel Information System) (Hemphill et al.) is a dataset by Microsoft CNTK. Available from the [github page](https://github.com/microsoft/CNTK/tree/master/Examples/LanguageUnderstanding/ATIS). The slots are labeled in the BIO ([Inside Outside Between](https://en.wikipedia.org/wiki/Inside%E2%80%93outside%E2%80%93beginning)) format (similar to NER). This dataset contains only air travel related commands. Most of the ATIS results are based on the work [here](https://github.com/zhenwenzhang/Slot_Filling).
ATIS (Air Travel Information System) (Hemphill et al.) is a dataset by Microsoft CNTK. Available from the [github page](https://github.com/microsoft/CNTK/tree/master/Examples/LanguageUnderstanding/ATIS). The slots are labeled in the BIO ([Inside Outside Beginning](https://en.wikipedia.org/wiki/Inside%E2%80%93outside%E2%80%93beginning)) format (similar to NER). This dataset contains only air travel related commands. Most of the ATIS results are based on the work [here](https://github.com/zhenwenzhang/Slot_Filling).

| Model | Slot F1 Score | Intent Accuracy | Paper / Source | Code |
| ------ | ------ | ------ | ------ | ------ |
Expand All @@ -39,4 +39,4 @@ SNIPS is a dataset by Snips.ai for Intent Detection and Slot Filling benchmarkin
| ------ | ------ | ------ | ------ | ------ |
| SF-ID (BLSTM) network | 92.23 | 97.43 | [A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling](https://arxiv.org/abs/1907.00390) | [Official](https://github.com/ZephyrChenzf/SF-ID-Network-For-NLU) |
| Capsule-NLU | 91.80 | 97.70 | [Joint Slot Filling and Intent Detection via Capsule Neural Networks](https://arxiv.org/abs/1812.09471) | [Official](https://github.com/czhang99/Capsule-NLU) |
| Slot-Gated BLSTM with Attension | 88.80 | 97.00 | [Slot-Gated Modeling for Joint Slot Filling and Intent Prediction](https://www.csie.ntu.edu.tw/~yvchen/doc/NAACL18_SlotGated.pdf)| [Official](https://github.com/MiuLab/SlotGated-SLU) |
| Slot-Gated BLSTM with Attension | 88.80 | 97.00 | [Slot-Gated Modeling for Joint Slot Filling and Intent Prediction](https://www.csie.ntu.edu.tw/~yvchen/doc/NAACL18_SlotGated.pdf)| [Official](https://github.com/MiuLab/SlotGated-SLU) |

0 comments on commit c4e2ded

Please sign in to comment.