README.rst

References

Summary: This a is non-exhaustive list of references for this component.

Table of Contents

• Corpus-based QA (supervised)
  • Criteria
  • References
• Image-based QA (supervised)
  • Criteria
  • References
• Corpus-based QA (RL)
• Image-based QA (RL)
• QA as Inverse Question Generation
  • References

Corpus-based QA (supervised)

Criteria

Inclusion criteria (all of):

• It is about Question Answering (Non-Task-Oriented Dialogue) systems
• It uses Supervised Learning
• It uses an end-to-end Downstream Task
• Use of text as context (Corpus-based QA)

Exclusion criteria (any of):

• It is about Task-Oriented Dialogue (TOD) systems
• It uses RL
• It uses a pipeline Downstream Task
• Use of images (or video) as context (Image-based QA)

References

2011

• A survey on question answering technology from an information retrieval perspective

2012

• The Question Answering Systems: A Survey

2015

• Neural Generative Question Answering

2016

• A survey on question answering systems with classification
• A Hierarchical Latent Variable Encoder-Decoder Model for Generating Dialogues
• How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation

2017

• A Survey on Dialogue Systems: Recent Advances and New Frontiers
• Building End-To-End Dialogue Systems Using Generative Hierarchical Neural Network Models <

2018

• Neural Approaches to Conversational AI

2020

• Challenges in Building Intelligent Open-domain Dialog Systems

Image-based QA (supervised)

Criteria

Inclusion criteria (all of):

• It is about Question Answering (Non-Task-Oriented Dialogue) systems
• It uses Supervised Learning
• It uses an end-to-end Downstream Task
• Use of images (or video) as context (Image-based QA)

Exclusion criteria (any of):

• It is about Task-Oriented Dialogue (TOD) systems
• It uses RL
• It uses a pipeline Downstream Task
• Use of text as context (Corpus-based QA)

References

2016

• VQA: Visual Question Answering

2017

• GuessWhat?! Visual object discovery through multi-modal dialogue
• Visual Dialog

2018

• End-to-End Audio Visual Scene-Aware Dialog using Multimodal Attention-Based Video Features
• Audio Visual Scene-Aware Dialog

2022

• On the Efficacy of Co-Attention Transformer Layers in Visual Question Answering

Corpus-based QA (RL)

See Corpus-based QA (RL)

Image-based QA (RL)

See Image-based QA (RL)

QA as Inverse Question Generation

References

2017

• Question Generation for Question Answering
• Question Answering and Question Generation as Dual Tasks

2018

• Learning to Collaborate for Question Answering and Asking
• Visual Question Generation as Dual Task of Visual Question Answering
• Self-Training for Jointly Learning to Ask and Answer Questions
• Generative Question Answering: Learning to Answer the Whole Question