| Quick Dense Retrievers Consume KALE: Post Training Kullback Leibler Alignment of Embeddings for Asymmetrical dual encoders | Mar 31, 2023 | Knowledge DistillationLanguage Modeling | —Unverified | 0 |
| Dense Sparse Retrieval: Using Sparse Language Models for Inference Efficient Dense Retrieval | Mar 31, 2023 | RetrievalTriviaQA | —Unverified | 0 |
| CLAM: Selective Clarification for Ambiguous Questions with Generative Language Models | Dec 15, 2022 | Language ModellingQuestion Answering | —Unverified | 0 |
| Can Open-Domain QA Reader Utilize External Knowledge Efficiently like Humans? | Nov 23, 2022 | Open-Domain Question AnsweringTriviaQA | —Unverified | 0 |
| FiE: Building a Global Probability Space by Leveraging Early Fusion in Encoder for Open-Domain Question Answering | Nov 18, 2022 | Data AugmentationDecoder | —Unverified | 0 |
| Large Language Models Struggle to Learn Long-Tail Knowledge | Nov 15, 2022 | Entity LinkingQuestion Answering | CodeCode Available | 1 |
| Recitation-Augmented Language Models | Oct 4, 2022 | Natural QuestionsQuestion Answering | CodeCode Available | 1 |
| Unsupervised Question Answering via Answer Diversifying | Aug 23, 2022 | Data AugmentationDenoising | CodeCode Available | 0 |
| A Neural Corpus Indexer for Document Retrieval | Jun 6, 2022 | DecoderRetrieval | CodeCode Available | 1 |
| SKILL: Structured Knowledge Infusion for Large Language Models | May 17, 2022 | Knowledge GraphsTriviaQA | —Unverified | 0 |
| A Copy-Augmented Generative Model for Open-Domain Question Answering | May 1, 2022 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| GNN-encoder: Learning a Dual-encoder Architecture via Graph Neural Networks for Dense Passage Retrieval | Apr 18, 2022 | Natural QuestionsPassage Retrieval | —Unverified | 0 |
| LinkBERT: Pretraining Language Models with Document Links | Mar 29, 2022 | Document ClassificationLanguage Modeling | CodeCode Available | 2 |
| Deep Understanding based Multi-Document Machine Reading Comprehension | Feb 25, 2022 | Machine Reading ComprehensionReading Comprehension | —Unverified | 0 |
| Text and Code Embeddings by Contrastive Pre-Training | Jan 24, 2022 | Code SearchLinear-Probe Classification | CodeCode Available | 1 |
| Grow-and-Clip: Informative-yet-Concise Evidence Distillation for Answer Explanation | Jan 13, 2022 | InformativenessQuestion Answering | —Unverified | 0 |
| You Only Need One Model for Open-domain Question Answering | Dec 14, 2021 | Hard AttentionNatural Questions | —Unverified | 0 |
| Scaling Language Models: Methods, Analysis & Insights from Training Gopher | Dec 8, 2021 | Abstract AlgebraAnachronisms | CodeCode Available | 2 |
| What’s in a Name? Answer Equivalence For Open-Domain Question Answering | Nov 1, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 |
| Challenges in Generalization in Open Domain Question Answering | Oct 16, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| A Copy-Augmented Generative Model for Open-Domain Question Answering | Oct 16, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| Attention-guided Generative Models for Extractive Question Answering | Oct 12, 2021 | DecoderExtractive Question-Answering | —Unverified | 0 |
| KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering | Oct 8, 2021 | Answer GenerationDecoder | —Unverified | 0 |
| Adversarial Retriever-Ranker for dense text retrieval | Oct 7, 2021 | Natural QuestionsRetrieval | CodeCode Available | 0 |
| Relation-Guided Pre-Training for Open-Domain Question Answering | Sep 21, 2021 | Natural QuestionsOpen-Domain Question Answering | —Unverified | 0 |
| Improving Unsupervised Question Answering via Summarization-Informed Question Generation | Sep 16, 2021 | ArticlesDependency Parsing | —Unverified | 0 |
| What's in a Name? Answer Equivalence For Open-Domain Question Answering | Sep 11, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 |
| RoR: Read-over-Read for Long Document Machine Reading Comprehension | Sep 10, 2021 | Machine Reading ComprehensionReading Comprehension | CodeCode Available | 1 |
| R2-D2: A Modular Baseline for Open-Domain Question Answering | Sep 8, 2021 | Open-Domain Question AnsweringPassage Retrieval | CodeCode Available | 1 |
| Challenges in Generalization in Open Domain Question Answering | Sep 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 0 |
| Efficient Passage Retrieval with Hashing for Open-domain Question Answering | Jun 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| RECONSIDER: Improved Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering | Jun 1, 2021 | Machine Reading ComprehensionNatural Questions | —Unverified | 0 |
| On the Influence of Masking Policies in Intermediate Pre-training | Apr 18, 2021 | Abstractive Text SummarizationLanguage Modeling | —Unverified | 0 |
| Evaluating Neural Model Robustness for Machine Comprehension | Apr 1, 2021 | Adversarial Attackmodel | —Unverified | 0 |
| End-to-End Training of Neural Retrievers for Open-Domain Question Answering | Jan 2, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| Rider: Reader-Guided Passage Reranking for Open-Domain Question Answering | Jan 1, 2021 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| UnitedQA: A Hybrid Approach for Open Domain Question Answering | Jan 1, 2021 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Machine Reading Comprehension with Enhanced Linguistic Verifiers | Jan 1, 2021 | Machine Reading ComprehensionReading Comprehension | —Unverified | 0 |
| Studying Strategically: Learning to Mask for Closed-book QA | Dec 31, 2020 | Language ModelingLanguage Modelling | —Unverified | 0 |
| A Memory Efficient Baseline for Open Domain Question Answering | Dec 30, 2020 | Dimensionality ReductionOpen-Domain Question Answering | CodeCode Available | 1 |
| KgPLM: Knowledge-guided Language Model Pre-training via Generative and Discriminative Learning | Dec 7, 2020 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip Prediction | Nov 26, 2020 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| RECONSIDER: Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering | Oct 21, 2020 | Machine Reading ComprehensionNatural Questions | CodeCode Available | 1 |
| Tradeoffs in Sentence Selection Techniques for Open-Domain Question Answering | Sep 18, 2020 | Open-Domain Question AnsweringQuestion Answering | —Unverified | 0 |
| Generation-Augmented Retrieval for Open-domain Question Answering | Sep 17, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering | Jul 2, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 1 |
| Relevance-guided Supervision for OpenQA with ColBERT | Jul 1, 2020 | Natural QuestionsOpen-Domain Question Answering | CodeCode Available | 2 |
| Recurrent Chunking Mechanisms for Long-Text Machine Reading Comprehension | May 16, 2020 | ChunkingMachine Reading Comprehension | CodeCode Available | 1 |
| Probabilistic Assumptions Matter: Improved Models for Distantly-Supervised Document-Level Question Answering | May 5, 2020 | Extractive Question-AnsweringQuestion Answering | CodeCode Available | 0 |
| Contextualized Representations Using Textual Encyclopedic Knowledge | Apr 24, 2020 | Language ModelingLanguage Modelling | —Unverified | 0 |