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AAAI 2021

情感分析

  1. Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis
  2. An Adaptive Hybrid Framework for Cross-Domain Aspect-Based Sentiment Analysis
  3. Bridging Towers of Multi-Task Learning with a Gating Mechanism for Aspect-Based Sentiment Analysis and Sequential Metaphor Identification
  4. Human-Level Interpretable Learning for Aspect-Based Sentiment Analysis
  5. A Joint Training Dual-MRC Framework for Aspect Based Sentiment Analysis
  6. Quantum Cognitively Motivated Decision Fusion for Video Sentiment Analysis
  7. Context-Guided BERT for Targeted Aspect-Based Sentiment Analysis
  8. Segmentation of Tweets with URLs and its Applications to Sentiment Analysis
  9. A Neural Group-Wise Sentiment Analysis Model with Data Sparsity Awareness

命名实体识别

  1. Multi-Modal Graph Fusion for Named Entity Recognition with Targeted Visual Guidance
  2. CrossNER: Evaluating Cross-Domain Named Entity Recognition
  3. A Supervised Multi-Head Self-Attention Network for Nested Named Entity Recognition
  4. Nested Named Entity Recognition with Partially-Observed TreeCRFs
  5. Continual Learning for Named Entity Recognition
  6. Knowledge-Aware Named Entity Recognition with Alleviating Heterogeneity
  7. Denoising Distantly Supervised Named Entity Recognition via a Hypergeometric Probabilistic Model
  8. MTAAL: Multi-Task Adversarial Active Learning for Medical Named Entity Recognition and Normalization

人机对话/问答

  1. Reinforced History Backtracking for Conversational Question Answering
  2. Quantum-Inspired Neural Network for Conversational Emotion Recognition
  3. DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition
  4. Learning from My Friends: Few-Shot Personalized Conversation Systems via Social Networks
  5. NaturalConv: A Chinese Dialogue Dataset Towards Multi-Turn Topic-Driven Conversation
  6. Conversational Neuro-Symbolic Commonsense Reasoning
  7. Keyword-Guided Neural Conversational Model
  8. Infusing Multi-Source Knowledge with Heterogeneous Graph Neural Network for Emotional Conversation Generation [paper]
  9. MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations
  10. Knowledge-Driven Data Construction for Zero-Shot Evaluation in Commonsense Question Answering
  11. Reinforced History Backtracking for Conversational Question Answering
  12. What the Role Is vs. What Plays the Role: Semi-Supervised Event Argument Extraction via Dual Question Answering
  13. Regularizing Attention Networks for Anomaly Detection in Visual Question Answering50
  14. TSQA: Tabular Scenario Based Question Answering
  15. Unanswerable Question Correction in Question Answering over Personal Knowledge Base
  16. Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-to Text Transformation
  17. Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-Shot Commonsense Question Answering
  18. Asking the Right Questions: Learning Interpretable Action Models through Query Answering
  19. HopRetriever: Retrieve Hops over Wikipedia to Answer Complex Questions

文本生成

  1. A Theoretical Analysis of the Repetition Problem in Text Generation
  2. TextGAIL: Generative Adversarial Imitation Learning for Text Generation
  3. Towards Faithfulness in Open Domain Table-to-Text Generation from an Entity-Centric View
  4. Perception Score: A Learned Metric for Open-Ended Text Generation Evaluation
  5. Generate Your Counterfactuals: Towards Controlled Counterfactual Generation for Text
  6. Write-a-Speaker: Text-Based Emotional and Rhythmic Talking-Head Generation
  7. Stylized Dialogue Response Generation Using Stylized Unpaired Texts

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