SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 351400 of 494 papers

TitleStatusHype
Is Retriever Merely an Approximator of Reader?0
RECONSIDER: Re-Ranking using Span-Focused Cross-Attention for Open Domain Question AnsweringCode1
Delaying Interaction Layers in Transformer-based Encoders for Efficient Open Domain Question AnsweringCode1
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question AnsweringCode0
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks0
On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise TasksCode0
Open-Domain Question Answering Goes Conversational via Question RewritingCode1
Autoregressive Entity RetrievalCode1
SPARTA: Efficient Open-Domain Question Answering via Sparse Transformer Matching RetrievalCode1
What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical ExamsCode2
Tradeoffs in Sentence Selection Techniques for Open-Domain Question Answering0
Generation-Augmented Retrieval for Open-domain Question AnsweringCode1
Answering Any-hop Open-domain Questions with Iterative Document Reranking0
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding0
KILT: a Benchmark for Knowledge Intensive Language TasksCode1
Revisiting the Open-Domain Question Answering Pipeline0
Question and Answer Test-Train Overlap in Open-Domain Question Answering DatasetsCode1
MKQA: A Linguistically Diverse Benchmark for Multilingual Open Domain Question AnsweringCode1
Multimodal Dialogue State Tracking By QA Approach with Data Augmentation0
Leveraging Passage Retrieval with Generative Models for Open Domain Question AnsweringCode1
Relevance-guided Supervision for OpenQA with ColBERTCode2
Open-Domain Question Answering0
Knowledge-Aided Open-Domain Question Answering0
Language Models as Fact Checkers?0
Open-Domain Question Answering with Pre-Constructed Question Spaces0
Context-Based Quotation Recommendation0
CAiRE-COVID: A Question Answering and Query-focused Multi-Document Summarization System for COVID-19 Scholarly Information ManagementCode1
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data0
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QACode1
Sparse, Dense, and Attentional Representations for Text RetrievalCode0
Progressively Pretrained Dense Corpus Index for Open-Domain Question AnsweringCode1
AmbigQA: Answering Ambiguous Open-domain QuestionsCode1
ktrain: A Low-Code Library for Augmented Machine LearningCode2
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering0
Talk to Papers: Bringing Neural Question Answering to Academic Search0
DC-BERT: Decoupling Question and Document for Efficient Contextual Encoding0
REALM: Retrieval-Augmented Language Model Pre-TrainingCode1
Break It Down: A Question Understanding BenchmarkCode1
Reformer: The Efficient TransformerCode2
Open Domain Question Answering Using Web Tables0
Retrieval Augmented Language Model Pre-Training0
What Does My QA Model Know? Devising Controlled Probes using Expert KnowledgeCode0
Compositional De-Attention Networks0
Improving Conditioning in Context-Aware Sequence to Sequence Models0
EDUQA: Educational Domain Question Answering System using Conceptual Network Mapping0
Knowledge Guided Text Retrieval and Reading for Open Domain Question AnsweringCode1
Contextualized Sparse Representations for Real-Time Open-Domain Question AnsweringCode1
Multi-Paragraph Reasoning with Knowledge-enhanced Graph Neural Network0
How to Pre-Train Your Model? Comparison of Different Pre-Training Models for Biomedical Question Answering0
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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