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目录

1. AvgOut: A Simple Output-Probability Measure to Eliminate Dull Responses [PDF] 摘要
2. A BERT based Sentiment Analysis and Key Entity Detection Approach for Online Financial Texts [PDF] 摘要
3. Authorship Attribution in Bangla literature using Character-level CNN [PDF] 摘要
4. A Continuous Space Neural Language Model for Bengali Language [PDF] 摘要
5. Embedding Compression with Isotropic Iterative Quantization [PDF] 摘要
6. Tensor Graph Convolutional Networks for Text Classification [PDF] 摘要
7. Dialectal Layers in West Iranian: a Hierarchical Dirichlet Process Approach to Linguistic Relationships [PDF] 摘要
8. Urdu-English Machine Transliteration using Neural Networks [PDF] 摘要
9. Language Models Are An Effective Patient Representation Learning Technique For Electronic Health Record Data [PDF] 摘要
10. The empirical structure of word frequency distributions [PDF] 摘要
11. Exploring and Improving Robustness of Multi Task Deep Neural Networks via Domain Agnostic Defenses [PDF] 摘要
12. Detecting New Word Meanings: A Comparison of Word Embedding Models in Spanish [PDF] 摘要
13. Improving Spoken Language Understanding By Exploiting ASR N-best Hypotheses [PDF] 摘要
14. FGN: Fusion Glyph Network for Chinese Named Entity Recognition [PDF] 摘要
15. A Knowledge-Enhanced Pretraining Model for Commonsense Story Generation [PDF] 摘要
16. Parallel Machine Translation with Disentangled Context Transformer [PDF] 摘要
17. Robust Speaker Recognition Using Speech Enhancement And Attention Model [PDF] 摘要
18. A Tree Adjoining Grammar Representation for Models Of Stochastic Dynamical Systems [PDF] 摘要
19. Auto Completion of User Interface Layout Design Using Transformer-Based Tree Decoders [PDF] 摘要
20. Teddy: A System for Interactive Review Analysis [PDF] 摘要
21. Modeling Product Search Relevance in e-Commerce [PDF] 摘要
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目录

1. Humpty Dumpty: Controlling Word Meanings via Corpus Poisoning [PDF] 摘要
2. Balancing the composition of word embeddings across heterogenous data sets [PDF] 摘要
3. Bi-Decoder Augmented Network for Neural Machine Translation [PDF] 摘要
4. On the Replicability of Combining Word Embeddings and Retrieval Models [PDF] 摘要
5. Detecting depression in dyadic conversations with multimodal narratives and visualizations [PDF] 摘要
6. A (Simplified) Supreme Being Necessarily Exists -- Says the Computer! [PDF] 摘要
7. Improved Robust ASR for Social Robots in Public Spaces [PDF] 摘要
8. Faster Transformer Decoding: N-gram Masked Self-Attention [PDF] 摘要
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目录

1. Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits [PDF] 摘要
2. CLUENER2020: Fine-grained Named Entity Recognition Dataset and Benchmark for Chinese [PDF] 摘要
3. AdaBERT: Task-Adaptive BERT Compression with Differentiable Neural Architecture Search [PDF] 摘要
4. Mining customer product reviews for product development: A summarization process [PDF] 摘要
5. Joint Reasoning for Multi-Faceted Commonsense Knowledge [PDF] 摘要
6. ProphetNet: Predicting Future N-gram for Sequence-to-Sequence Pre-training [PDF] 摘要
7. Stochastic Natural Language Generation Using Dependency Information [PDF] 摘要
8. Rethinking Generalization of Neural Models: A Named Entity Recognition Case Study [PDF] 摘要
9. Revisiting Challenges in Data-to-Text Generation with Fact Grounding [PDF] 摘要
10. Learning Cross-Context Entity Representations from Text [PDF] 摘要
11. PatentTransformer-2: Controlling Patent Text Generation by Structural Metadata [PDF] 摘要
12. Does syntax need to grow on trees? Sources of hierarchical inductive bias in sequence-to-sequence networks [PDF] 摘要
13. Reformer: The Efficient Transformer [PDF] 摘要
14. LP-SparseMAP: Differentiable Relaxed Optimization for Sparse Structured Prediction [PDF] 摘要
15. Negative Statements Considered Useful [PDF] 摘要
16. Asymmetrical Hierarchical Networks with Attentive Interactions for Interpretable Review-Based Recommendation [PDF] 摘要
17. Shareable Representations for Search Query Understanding [PDF] 摘要
18. Improving Dysarthric Speech Intelligibility Using Cycle-consistent Adversarial Training [PDF] 摘要
19. Structural Decompositions of Epistemic Logic Programs [PDF] 摘要
20. A logic-based relational learning approach to relation extraction: The OntoILPER system [PDF] 摘要
21. Retouchdown: Adding Touchdown to StreetLearn as a Shareable Resource for Language Grounding Tasks in Street View [PDF] 摘要
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目录

1. Towards Minimal Supervision BERT-based Grammar Error Correction [PDF] 摘要
2. Co-evolution of language and agents in referential games [PDF] 摘要
3. Machine Learning Approaches for Amharic Parts-of-speech Tagging [PDF] 摘要
4. Learning to Multi-Task Learn for Better Neural Machine Translation [PDF] 摘要
5. A Scalable Chatbot Platform Leveraging Online Community Posts: A Proof-of-Concept Study [PDF] 摘要
6. Simulating Lexical Semantic Change from Sense-Annotated Data [PDF] 摘要
7. Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs [PDF] 摘要
8. Inductive Document Network Embedding with Topic-Word Attention [PDF] 摘要
9. Linking Social Media Posts to News with Siamese Transformers [PDF] 摘要
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Task-Oriented Dialog Systems that Consider Multiple Appropriate Responses under the Same Context. Yichi Zhang, Zhijian Ou, Zhou Yu. [PDF]

动机

在对话中,对于同一句话,可以有多种回复。但是,现有模型往往趋于生成出现概率最高的回复,而忽视了概率较低的回复。本文通过数据增强的方法,使得模型具备生成多样化回复的能力。

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Integrating Relation Constraints with Neural Relation Extractors. Yuan Ye, Yansong Feng, Bingfeng Luo, Yuxuan Lai, Dongyan Zhao. AAAI 2020. [PDF]

动机

在关系抽取任务中,某个关系的所有subject或者object属于同一种类型(如:在“母校”的所有subject都属于“人”),或者多个关系之间往往存在依赖关系(如“城市”和“地区”的subject都是地名),但是现有模型都没有考虑这个约束,只是单独考虑每一个关系。本文工作利用这种约束以提升关系抽取任务的效果。

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