SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 301350 of 494 papers

TitleStatusHype
Targeted Extraction of Temporal Facts from Textual Resources for Improved Temporal Question Answering over Knowledge Bases0
Calibration of Machine Reading Systems at Scale0
C-MORE: Pretraining to Answer Open-Domain Questions by Consulting Millions of ReferencesCode0
Internet-augmented language models through few-shot prompting for open-domain question answering0
Semantic Sentence Composition Reasoning for Multi-Hop Question Answering0
Can Open Domain Question Answering Systems Answer Visual Knowledge Questions?0
Improving Biomedical Information Retrieval with Neural Retrievers0
Evidentiality-guided Generation for Knowledge-Intensive NLP Tasks0
In Situ Answer Sentence Selection at Web-scale0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering0
Reasoning over Hybrid Chain for Table-and-Text Open Domain QA0
Tackling Query-Focused Summarization as A Knowledge-Intensive Task: A Pilot Study0
You Only Need One Model for Open-domain Question Answering0
Quality and Cost Trade-offs in Passage Re-ranking Task0
Get Your Model Puzzled: Introducing Crossword-Solving as a New NLP Benchmark0
Unsupervised Open-Domain Question Answering with Higher Answerability0
CCQA: A New Web-Scale Question Answering Dataset for Model Pre-Training0
Calibration of Machine Reading Systems at Scale0
Reasoning over Hybrid Chain for Table-and-Text Open Domain Question Answering0
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?0
Open Domain Question Answering over Virtual Documents: A Unified Approach for Data and Text0
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Archival News Collections0
Hyperlink-induced Pre-training for Passage Retrieval of Open-domain Question Answering0
Simple and Effective Unsupervised Redundancy Elimination to Compress Dense Vectors for Passage Retrieval0
Multi-Task Dense Retrieval via Model Uncertainty Fusion for Open-Domain Question AnsweringCode0
What’s in a Name? Answer Equivalence For Open-Domain Question AnsweringCode0
Learning from Limited Labels for Long Legal Dialogue0
Neural Natural Logic Inference for Interpretable Question AnsweringCode0
A Copy-Augmented Generative Model for Open-Domain Question Answering0
Challenges in Generalization in Open Domain Question Answering0
C-MORE: Pretraining to Answer Open-Domain Questions by Consulting Millions of References0
Attacking Open-domain Question Answering by Injecting MisinformationCode0
Cross-Lingual Open-Domain Question Answering with Answer Sentence Generation0
RocketQAv2: A Joint Training Method for Dense Passage Retrieval and Passage Re-rankingCode0
Open-Domain Question-Answering for COVID-19 and Other Emergent DomainsCode0
Mention Memory: incorporating textual knowledge into Transformers through entity mention attentionCode0
Attention-guided Generative Models for Extractive Question Answering0
Enhance Long Text Understanding via Distilled Gist Detector from Abstractive Summarization0
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design0
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering0
Encoder Adaptation of Dense Passage Retrieval for Open-Domain Question Answering0
Towards Universal Dense Retrieval for Open-domain Question Answering0
Relation-Guided Pre-Training for Open-Domain Question Answering0
What's in a Name? Answer Equivalence For Open-Domain Question AnsweringCode0
Refocusing on Relevance: Personalization in NLG0
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Historical News Collections0
Challenges in Generalization in Open Domain Question AnsweringCode0
Decoupled Transformer for Scalable Inference in Open-domain Question Answering0
Unsupervised Open-Domain Question Answering0
0.8% Nyquist computational ghost imaging via non-experimental deep learning0
Show:102550
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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
6T5-baseKILT-RL0Unverified
7GENREKILT-RL0Unverified
8Multi-task DPRKILT-RL0Unverified
9BARTKILT-RL0Unverified
10Training Set Retrieval (top 1)KILT-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
9SphereKILT-EM0Unverified
10T5-baseKILT-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
9Multi-task DPRKILT-EM0Unverified
10SphereKILT-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