A list of recent papers on knowledge-based Natural Language Understand.
Contributed by Luxi Xing and Yuqiang Xie, National Engineering Laboratory for Information Security Technologies, Institute of Information Engineering, Chinese Academy of Sciences, Beijing, China.
NLI with Knowledge
| Conf. | Title | Authors/Org. | Note |
|---|---|---|---|
| ACL 2018 |
Neural Natural Language Inference Models Enhanced with External Knowledge | Qian Chen | KIM-note |
| 2018 | Improving Natural Language Inference Using External Knowledge in the Science Questions Domain | Xiaoyan Wang |
MRC with Knowledge
| Conf. | Title | Authors/Org. | Note |
|---|---|---|---|
| ACL 2017 |
Leveraging knowledge bases in lstms for improving machine reading | Yang, et al. CMU |
|
| ACL 2017 |
World knowledge for reading comprehension: Rare entity prediction with hierarchical lstms using external descriptions | Long, et al. McGill University |
|
| ACL 2018 |
Knowledgeable Reader: Enhancing Cloze-Style Reading Comprehension with External Commonsense Knowledge | Mihaylov, et al. Heidelberg University |
knreader-note |
| EMNLP 2018 |
Commonsense for Generative Multi-Hop Question Answering Tasks | Lisa Bauer | mhpgm-note |
Dialog with Knowledge
| Conf. | Title | Authors/Org. | Note |
|---|---|---|---|
| ACL 2017 |
Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings | He, et al. Stanford |
|
| IJCAI18 | Commonsense Knowledge Aware Conversation Generation with Graph Attention | Zhou, et al. THU |
note |
| AAAI 2018 |
A Knowledge-Grounded Neural Conversation Model | Ghazvininejad, et al. Microsoft Research |
|
| AAAI 2018 |
Flexible End-to-End Dialogue System for Knowledge Grounded Conversation | Zhu, et al. HKUST |
|
| 2019 | Learning to Select Knowledge for Response Generation in Dialog Systems | Baidu |
Text Generation with Knowledge
| Conf. | Title | Authors/Org. | Note |
|---|---|---|---|
| AAAI 2019 |
Story Ending Generation with Incremental Encoding and Commonsense Knowledge | Jian Guan, et al. THU |
note |
Representation with Knowledge
| Conf. | Title | Authors/Org. | Note |
|---|---|---|---|
| ICLR 2017 |
A Neural Knowledge Language Model | Ahn.et al. Université de Montréal |
|
| ACL 2017 |
Improved Word Representation Learning with Sememes | Niu, et al. THU |
|
| ACL 2018 |
Cross-lingual Lexical Sememe Prediction | Qi, et al. THU |
|
| AAAI 2018 |
Improving Neural Fine-Grained Entity Typing with Knowledge Attention | Xin, et al. THU |
|
| ACL 2019 |
Modeling Semantic Compositionality with Sememe Knowledge | Qi, et al. THU |
note |
| 2019 | SenseBERT: Driving Some Sense into BERT | AI21 Labs | note |
Level:
- KMRC area.
- Relevant research area.
- Heuristic.
- Review.
Field:
- KMRC: Knowledge-based Machine Reading Comprehension;
- KDS: Knowledge-based Dialogue System;
- KIR: Knowledge-based Information Retrieval;
- SC: Sememe Computation;
- NKLM: Neural Knowledge Language Model.