SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 451494 of 494 papers

TitleStatusHype
Evidence Aggregation for Answer Re-Ranking in Open-Domain Question AnsweringCode0
Enabling Transitivity for Lexical Inference on Chinese Verbs Using Probabilistic Soft Logic0
A Neural Comprehensive Ranker (NCR) for Open-Domain Question Answering0
R^3: Reinforced Reader-Ranker for Open-Domain Question AnsweringCode0
SearchQA: A New Q&A Dataset Augmented with Context from a Search EngineCode0
Leveraging Term Banks for Answering Complex Questions: A Case for Sparse Vectors0
Reading Wikipedia to Answer Open-Domain QuestionsCode1
Question Answering from Unstructured Text by Retrieval and Comprehension0
WISDOM X, DISAANA and D-SUMM: Large-scale NLP Systems for Analyzing Textual Big Data0
FastHybrid: A Hybrid Model for Efficient Answer Selection0
Combining Lexical and Semantic-based Features for Answer Sentence Selection0
Bidirectional Attention Flow for Machine ComprehensionCode0
Learning to Answer Questions from Wikipedia Infoboxes0
Orthogonality regularizer for question answering0
Inner Attention based Recurrent Neural Networks for Answer Selection0
Compositional Learning of Embeddings for Relation Paths in Knowledge Base and Text0
Gated-Attention Readers for Text ComprehensionCode0
Open-domain Factoid Question Answering via Knowledge Graph Search0
Watson Discovery Advisor: Question-answering in an industrial setting0
Text Understanding with the Attention Sum Reader NetworkCode0
Paraphrase Generation from Latent-Variable PCFGs for Semantic Parsing0
Inferring Binary Relation Schemas for Open Information Extraction0
Semantic Framework for Comparison Structures in Natural Language0
WikiQA: A Challenge Dataset for Open-Domain Question Answering0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering0
Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge BaseCode0
On metric embedding for boosting semantic similarity computations0
Lean Question Answering over Freebase from Scratch0
Higher-order Lexical Semantic Models for Non-factoid Answer Reranking0
Deep Learning for Answer Sentence SelectionCode0
Towards an open-domain conversational system fully based on natural language processing0
What or Who is Multilingual Watson?0
Semantic Parsing for Single-Relation Question Answering0
DBpedia Domains: augmenting DBpedia with domain information0
HuRIC: a Human Robot Interaction Corpus0
Chinese Open Relation Extraction for Knowledge Acquisition0
Learning to answer questions0
Evaluation of baseline information retrieval for Polish open-domain Question Answering system0
Semantic Technologies in IBM Watson0
Question Answering Using Enhanced Lexical Semantic Models0
Paraphrase-Driven Learning for Open Question Answering0
Natural Language Processing in Watson0
Creation and use of Language Resources in a Question-Answering eHealth System0
Coupling Knowledge-Based and Data-Driven Systems for Named Entity Recognition0
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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