Qa dataset explosion: A taxonomy of nlp resources for question answering and reading comprehension

A Rogers, M Gardner, I Augenstein - ACM Computing Surveys, 2023 - dl.acm.org
Alongside huge volumes of research on deep learning models in NLP in the recent years,
there has been much work on benchmark datasets needed to track modeling progress …

Information retrieval: recent advances and beyond

KA Hambarde, H Proenca - IEEE Access, 2023 - ieeexplore.ieee.org
This paper provides an extensive and thorough overview of the models and techniques
utilized in the first and second stages of the typical information retrieval processing chain …

[PDF][PDF] Improved representation learning for question answer matching

M Tan, C Dos Santos, B **ang… - Proceedings of the 54th …, 2016 - aclanthology.org
Passage-level question answer matching is a challenging task since it requires effective
representations that capture the complex semantic relations between questions and …

End-to-end retrieval in continuous space

D Gillick, A Presta, GS Tomar - arxiv preprint arxiv:1811.08008, 2018 - arxiv.org
Most text-based information retrieval (IR) systems index objects by words or phrases. These
discrete systems have been augmented by models that use embeddings to measure …