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Efficient Open Domain Question Answering

2022

2021

  • Training Adaptive Computation for Open-Domain Question Answering with Computational Constraints, in ACL-IJCNLP 2021. [Paper] [Code: APE]
  • Efficient Passage Retrieval with Hashing for Open-domain Question Answering, in ACL 2021. [Paper] [Code: BPR]
  • Learning Dense Representations of Phrases at Scale, in EMNLP 2021. [Paper] [Code: DensePhrases]
  • End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering, in NeurIPS 2021. [Paper] [Code: EMDR2]
  • Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering, in EACL 2021. [Paper] [Code: FiD]
  • PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them, in TACL 2021. [Paper] [Code: PAQ]
  • R2-D2: A Modular Baseline for Open-Domain Question Answering, in EMNLP 2021. [Paper] [Code: R2-D2]
  • RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering, in NAACL 2021. [Paper] [Code: RocketQA]
  • UnitedQA: A Hybrid Approach for Open Domain Question Answering, in ACL 2021. [Paper] [Code: UnitedQA]
  • Generation-Augmented Retrieval for Open-Domain Question Answering, in ACL 2021. [Paper] [Code: GAR]

2020

  • Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval, in arXiv 2020. [Paper] [Code: ANCE]
  • ColBERT: Efficient and Effective Passage Search via Contextualized Late Interaction over BERT, in ACM SIGIR 2020. [Paper] [Code: Colbert]
  • Dense Passage Retrieval for Open-Domain Question Answering, in EMNLP 2020. [Paper] [Code: DPR]
  • Contextualized Sparse Representations for Real-Time Open-Domain Question Answering, in ACL 2020. [Paper] [Code: DenSPI+Sparc]
  • How Much Knowledge Can You Pack Into the Parameters of a Language Model? in EMNLP 2020. [Paper] [Code: T5]

2019

  • Bert-serini:End-to-End Open-Domain Question Answering with BERTserini, in NAACL 2019. [Paper] [Code: Bertserini]
  • Real-Time Open-Domain QA with Dense-Sparse Phrase Index, in ACL 2019. [Paper] [Code: DenSPI]
  • Latent Retrieval for Weakly Supervised Open Domain Question Answering, in ACL 2019. [Paper] [Code: ORQA]
  • Poly-encoders: Transformer Architectures and Pre-training Strategies for Fast and Accurate Multi-sentence Scoring, in ArXiv 2019. [Paper] [Code: Poly-encoders]

2018

2017

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