SOTAVerified

Open-Domain Question Answering

Open-domain question answering is the task of question answering on open-domain datasets such as Wikipedia.

Papers

Showing 51100 of 494 papers

TitleStatusHype
Latent Retrieval for Weakly Supervised Open Domain Question AnsweringCode1
Exploring Hint Generation Approaches in Open-Domain Question AnsweringCode1
Few-shot Reranking for Multi-hop QA via Language Model PromptingCode1
Autoregressive Entity RetrievalCode1
Generation-Augmented Retrieval for Open-domain Question AnsweringCode1
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT OperatorCode1
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and ComprehensionCode1
Distilling Knowledge from Reader to Retriever for Question AnsweringCode1
Generator-Retriever-Generator Approach for Open-Domain Question AnsweringCode1
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QACode1
Less is More: Pretrain a Strong Siamese Encoder for Dense Text Retrieval Using a Weak DecoderCode1
Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over TableCode1
Making Retrieval-Augmented Language Models Robust to Irrelevant ContextCode1
Learning Discrete Representations via Constrained Clustering for Effective and Efficient Dense RetrievalCode1
Chain-of-Skills: A Configurable Model for Open-domain Question AnsweringCode1
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
Distantly-Supervised Evidence Retrieval Enables Question Answering without Evidence AnnotationCode1
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?Code1
EntQA: Entity Linking as Question AnsweringCode1
Learning to Retrieve Passages without SupervisionCode1
Merging Generated and Retrieved Knowledge for Open-Domain QACode1
Knowledge Guided Text Retrieval and Reading for Open Domain Question AnsweringCode1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question AnsweringCode1
Densely Connected Attention Propagation for Reading ComprehensionCode1
Dealing with Typos for BERT-based Passage Retrieval and RankingCode1
ArabicaQA: A Comprehensive Dataset for Arabic Question AnsweringCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval AugmentationCode1
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-TrainingCode1
AmbigQA: Answering Ambiguous Open-domain QuestionsCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
A Memory Efficient Baseline for Open Domain Question AnsweringCode1
Asking Clarification Questions to Handle Ambiguity in Open-Domain QACode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
INSCIT: Information-Seeking Conversations with Mixed-Initiative InteractionsCode1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
Dual Reader-Parser on Hybrid Textual and Tabular Evidence for Open Domain Question AnsweringCode1
Efficient Passage Retrieval with Hashing for Open-domain Question AnsweringCode1
ELI5: Long Form Question AnsweringCode1
KILT: a Benchmark for Knowledge Intensive Language TasksCode1
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question AnsweringCode1
Adaptive Information Seeking for Open-Domain Question AnsweringCode1
Large Language Models are Built-in Autoregressive Search EnginesCode1
Hurdles to Progress in Long-form Question AnsweringCode1
Compositional Exemplars for In-context LearningCode1
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question AnsweringCode1
BRIEF: Bridging Retrieval and Inference for Multi-hop Reasoning via CompressionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1somebodyKILT-RL2.62Unverified
2WikipediaKILT-RL2.46Unverified
3arxiv.org/abs/2103.06332KILT-RL2.36Unverified
4BART + DPRKILT-RL1.9Unverified
5RAGKILT-RL1.69Unverified
6Training Set Retrieval (top 1)KILT-RL0Unverified
7T5-baseKILT-RL0Unverified
8Input CopyingKILT-RL0Unverified
9SphereKILT-RL0Unverified
10Random Training Set AnswerKILT-RL0Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM43.56Unverified
2intersectKILT-EM38.78Unverified
3KGI_0KILT-EM36.36Unverified
4WikipediaKILT-EM35.32Unverified
5RAGKILT-EM32.69Unverified
6BERT + DPRKILT-EM31.99Unverified
7BART + DPRKILT-EM30.06Unverified
8Multitask DPR + BARTKILT-EM29.09Unverified
9Multi-task DPRKILT-EM0Unverified
10SphereKILT-EM0Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM57.91Unverified
2intersectKILT-EM50.56Unverified
3WikipediaKILT-EM45.55Unverified
4KGI_0KILT-EM42.85Unverified
5Multitask DPR + BARTKILT-EM42.36Unverified
6RAGKILT-EM38.13Unverified
7BERT + DPRKILT-EM34.48Unverified
8BART + DPRKILT-EM31.4Unverified
9TABiKILT-EM0Unverified
10T5-baseKILT-EM0Unverified
#ModelMetricClaimedVerifiedStatus
1intersectKILT-EM18.06Unverified
2WikipediaKILT-EM11.71Unverified
3Multitask DPR + BARTKILT-EM9.53Unverified
4RAGKILT-EM3.21Unverified
5BART + DPRKILT-EM1.96Unverified
6BERT + DPRKILT-EM0.74Unverified
7SphereKILT-EM0Unverified
8Multi-task DPRKILT-EM0Unverified
9GENREKILT-EM0Unverified
10chriskueiKILT-EM0Unverified
#ModelMetricClaimedVerifiedStatus
1SpanBERTF184.8Unverified
2Cluster-Former (#C=512)EM68Unverified
3Locality-Sensitive HashingEM66Unverified
4Multi-passage BERTEM65.1Unverified
5Sparse AttentionEM64.7Unverified
6DECAPROPEM62.2Unverified
7Bi-Attention + DCU-LSTMN-gram F159.5Unverified
8Denoising QAEM58.8Unverified
9DecaPropEM56.8Unverified
10AMANDAN-gram F156.6Unverified
#ModelMetricClaimedVerifiedStatus
1Fourier TransformerRouge-L26.9Unverified
2QGRouge-L26.4Unverified
3BARTRouge-L24.3Unverified
4E-MCARouge-L24Unverified
5Transformer Multitask + LayerDropRouge-L23.4Unverified
6Multi-InrerleaveRouge-L14.63Unverified
#ModelMetricClaimedVerifiedStatus
1Evidence Aggregation via R^3 Re-RankingEM (Quasar-T)42.3Unverified
2Denoising QAEM (Quasar-T)42.2Unverified
3DecaPropEM (Quasar-T)38.6Unverified
4R^3EM (Quasar-T)35.3Unverified
5GAEM (Quasar-T)26.4Unverified
6BiDAFEM (Quasar-T)25.9Unverified
#ModelMetricClaimedVerifiedStatus
1FiEExact Match58.4Unverified
2R2-D2 HN-DPRExact Match55.9Unverified
3UniK-QAExact Match54.9Unverified
4UnitedQA (Hybrid)Exact Match54.7Unverified
5BPR (linear scan; l=1000)Exact Match41.6Unverified
#ModelMetricClaimedVerifiedStatus
1SPARTAEM59.3Unverified
2Blended RAGEM57.63Unverified
3BERTseriniEM50.2Unverified
4BERTseriniEM38.6Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match57.7Unverified
2FiE+PAQExact Match56.3Unverified
3FiEExact Match52.4Unverified
4EMDR2Exact Match48.7Unverified
#ModelMetricClaimedVerifiedStatus
1DrQAEM70Unverified
2DCNEM66.2Unverified
3MPCMEM65.5Unverified
#ModelMetricClaimedVerifiedStatus
1ERNIE 2.0 LargeEM64.2Unverified
2ERNIE 2.0 BaseEM61.3Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match65.5Unverified
2BPR (linear scan; l=1000)Exact Match56.8Unverified
#ModelMetricClaimedVerifiedStatus
1EMDR2Exact Match52.5Unverified
#ModelMetricClaimedVerifiedStatus
1UnitedQA (Hybrid)Exact Match70.5Unverified