| RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation | Oct 6, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Making Retrieval-Augmented Language Models Robust to Irrelevant Context | Oct 2, 2023 | Language ModellingNatural Language Inference | CodeCode Available | 1 |
| Generator-Retriever-Generator Approach for Open-Domain Question Answering | Jul 21, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation | Jul 20, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Answering Ambiguous Questions via Iterative Prompting | Jul 8, 2023 | DiversityOpen-Domain Question Answering | CodeCode Available | 1 |
| Conformal Language Modeling | Jun 16, 2023 | Conformal PredictionLanguage Modeling | CodeCode Available | 1 |
| Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question Answering | May 26, 2023 | Open-Domain Question AnsweringPassage Retrieval | CodeCode Available | 1 |
| Exploiting Abstract Meaning Representation for Open-Domain Question Answering | May 26, 2023 | Abstract Meaning RepresentationDiversity | CodeCode Available | 1 |
| Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator | May 24, 2023 | Abstractive Text SummarizationDocument Summarization | CodeCode Available | 1 |
| On the Risk of Misinformation Pollution with Large Language Models | May 23, 2023 | MisinformationOpen-Domain Question Answering | CodeCode Available | 1 |
| Asking Clarification Questions to Handle Ambiguity in Open-Domain QA | May 23, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Large Language Models are Built-in Autoregressive Search Engines | May 16, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table | May 12, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Not All Languages Are Created Equal in LLMs: Improving Multilingual Capability by Cross-Lingual-Thought Prompting | May 11, 2023 | AllArithmetic Reasoning | CodeCode Available | 1 |
| Evaluating Open-Domain Question Answering in the Era of Large Language Models | May 11, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework | May 5, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Chain-of-Skills: A Configurable Model for Open-domain Question Answering | May 4, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise | May 2, 2023 | counterfactualFew-Shot Learning | CodeCode Available | 1 |
| Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions? | Feb 23, 2023 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Compositional Exemplars for In-context Learning | Feb 11, 2023 | Code GenerationContrastive Learning | CodeCode Available | 1 |
| Self-Prompting Large Language Models for Zero-Shot Open-Domain QA | Dec 16, 2022 | In-Context LearningOpen-Domain Question Answering | CodeCode Available | 1 |
| Retrieval as Attention: End-to-end Learning of Retrieval and Reading within a Single Transformer | Dec 5, 2022 | Open-Domain Question AnsweringPassage Retrieval | CodeCode Available | 1 |
| CREPE: Open-Domain Question Answering with False Presuppositions | Nov 30, 2022 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Cross-document Event Coreference Search: Task, Dataset and Modeling | Oct 23, 2022 | Coreference ResolutionCross Document Coreference Resolution | CodeCode Available | 1 |
| Open-domain Question Answering via Chain of Reasoning over Heterogeneous Knowledge | Oct 22, 2022 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Mixed-modality Representation Learning and Pre-training for Joint Table-and-Text Retrieval in OpenQA | Oct 11, 2022 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question Answering | Oct 11, 2022 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering | Oct 6, 2022 | Entity EmbeddingsGraph Neural Network | CodeCode Available | 1 |
| Variational Open-Domain Question Answering | Sep 23, 2022 | Language ModellingMedQA | CodeCode Available | 1 |
| Universal Vision-Language Dense Retrieval: Learning A Unified Representation Space for Multi-Modal Retrieval | Sep 1, 2022 | Image RetrievalOpen-Domain Question Answering | CodeCode Available | 1 |
| Re2G: Retrieve, Rerank, Generate | Jul 13, 2022 | Fact CheckingFact Verification | CodeCode Available | 1 |
| INSCIT: Information-Seeking Conversations with Mixed-Initiative Interactions | Jul 2, 2022 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Optimizing Test-Time Query Representations for Dense Retrieval | May 25, 2022 | Contrastive LearningInformation Retrieval | CodeCode Available | 1 |
| Few-shot Reranking for Multi-hop QA via Language Model Prompting | May 25, 2022 | Language ModelingOpen-Domain Question Answering | CodeCode Available | 1 |
| Improving Passage Retrieval with Zero-Shot Question Generation | Apr 15, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering | Mar 14, 2022 | Open-Domain Question AnsweringPassage Retrieval | CodeCode Available | 1 |
| Simple Questions Generate Named Entity Recognition Datasets | Dec 16, 2021 | Few-shot NERNamed Entity Recognition | CodeCode Available | 1 |
| Learning to Retrieve Passages without Supervision | Dec 14, 2021 | Contrastive LearningOpen-Domain Question Answering | CodeCode Available | 1 |
| Less is More: Pretrain a Strong Siamese Encoder for Dense Text Retrieval Using a Weak Decoder | Nov 1, 2021 | DecoderLanguage Modeling | CodeCode Available | 1 |
| Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence Annotation | Nov 1, 2021 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Dense Hierarchical Retrieval for Open-Domain Question Answering | Oct 28, 2021 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Open Domain Question Answering with A Unified Knowledge Interface | Oct 16, 2021 | Data-to-Text GenerationNatural Questions | CodeCode Available | 1 |
| CCQA: A New Web-Scale Question Answering Dataset for Model Pre-Training | Oct 14, 2021 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One? | Oct 13, 2021 | Open-Domain Question AnsweringPassage Retrieval | CodeCode Available | 1 |
| Learning Discrete Representations via Constrained Clustering for Effective and Efficient Dense Retrieval | Oct 12, 2021 | ClusteringConstrained Clustering | CodeCode Available | 1 |
| Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence Annotation | Oct 10, 2021 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
| EntQA: Entity Linking as Question Answering | Oct 5, 2021 | BenchmarkingEntity Linking | CodeCode Available | 1 |
| Simple Entity-Centric Questions Challenge Dense Retrievers | Sep 17, 2021 | Data AugmentationOpen-Domain Question Answering | CodeCode Available | 1 |
| Phrase Retrieval Learns Passage Retrieval, Too | Sep 16, 2021 | Entity LinkingOpen-Domain Question Answering | CodeCode Available | 1 |
| Adaptive Information Seeking for Open-Domain Question Answering | Sep 14, 2021 | Open-Domain Question AnsweringQuestion Answering | CodeCode Available | 1 |
