What I Have Read

• What I Have Read
  • Slides
    • Summarization
    • Presentation
    • Paper slides
    • Notes
  • Contrastive Learning
  • Cross-Lingual
  • Cognitive Modeling and Computational Linguistics
  • Data Augmentation
  • Dialogue
  • Generative Adversarial Networks (GAN)
  • General-Purpose AI
  • Graph Neural Networks (GNN)
  • Knowledge Distillation
  • Meta Learning
  • Multi-Modal
  • Natural Language Generation (NLG)
  • Pre-trained Language Models (PLMs)
  • Retrieval-augmented NLP
  • Recommendation
  • Reinforcement Learning
  • Scientific Document Processing
  • Survey
  • Summarization
  • Sentence Embedding
  • Others

Slides

Summarization

Please refer to Summarization-Papers.

Presentation

• Prompt Survey
• Dialogue Summarization
• Efficient Transformers
• Data Augmentation
• Event Extraction
• Meta Learning
• Advanced pre-training language models a brief introduction
• Graph Neural Networks
• Knowledge Distillation
• Non-Autoregressive Decoding

Paper slides

• ICLR 2022 Memorizing Transformers
• One Model, Multiple Tasks Pathways for Natural Language Understanding
• ICLR21-Contrastive Learning with Adversarial Perturbations for Conditional Text Generation
• ACL21-Making Pre-trained Language Models Better Few-shot Learners
• EMNLP20-Group-wise Contrastive Learning for Neural Dialogue Generation
• WWW20-Heterogeneous Graph Transformer
• ICLR20-Plug and Play Language Model- A Simple Baseline for Controlled Language Generation
• ACL19-A Simple Theoretical Model of Importance for Summarization
• ACL19-Multimodal Abstractive Summarization for How2 Videos
• NIPS19-Episodic Memory in Lifelong Language Learning
• EMNLP19-DialogueGCN-A Graph Convolutional Neural Network for Emotion Recognition in Conversation
• ACL19-Dynamically Fused Graph Network for Multi-hop Reasoning
• NAACL19-Linguistic Knowledge and Transferability of Contextual Representations
• NAACL19-Text Generation from Knowledge Graphs with Graph Transformers
• The Curious Case of Neural Text Degeneration
• EMNLP18-Multi-Domain Neural Machine Translation with Word-Level Domain Context Discrimination
• EMNLP18-Commonsense for Generative Multi-Hop Question Answering Tasks
• IJCAI18-Commonsense Knowledge Aware Conversation Generation with Graph Attention
• AAAI18-Emotional Chatting Machine Emotional Conversation Generation with Internal and External Memory
• EMNLP18-Learning Neural Templates for Text Generation
• ACL18-Learning to Ask Questions in Open-domain Conversational Systems with Typed Decoders
• ACL17-Semi-Supervised QA with Generative Domain-Adaptive Nets
• ACL17-Deep Multitask Learning for Semantic Dependency Parsing

Notes

• EMNLP19 and NIPS19 Notes
• Cross-Lingual
• GAN in Text Generation
• Boosting
• HMM
• The Maximum Entropy Model
• ConceptNet