SOTAVerified

Open-Domain Question Answering

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

Papers

Showing 451–494 of 494 papers

TitleStatusHype
Learning to Organize Knowledge and Answer Questions with N-Gram Machines—0
Evidence Aggregation for Answer Re-Ranking in Open-Domain Question AnsweringCode0
Enabling Transitivity for Lexical Inference on Chinese Verbs Using Probabilistic Soft Logic—0
A Neural Comprehensive Ranker (NCR) for Open-Domain Question Answering—0
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 Vectors—0
Question Answering from Unstructured Text by Retrieval and Comprehension—0
WISDOM X, DISAANA and D-SUMM: Large-scale NLP Systems for Analyzing Textual Big Data—0
FastHybrid: A Hybrid Model for Efficient Answer Selection—0
Combining Lexical and Semantic-based Features for Answer Sentence Selection—0
Bidirectional Attention Flow for Machine ComprehensionCode0
Learning to Answer Questions from Wikipedia Infoboxes—0
Compositional Learning of Embeddings for Relation Paths in Knowledge Base and Text—0
Orthogonality regularizer for question answering—0
Inner Attention based Recurrent Neural Networks for Answer Selection—0
Gated-Attention Readers for Text ComprehensionCode0
Watson Discovery Advisor: Question-answering in an industrial setting—0
Open-domain Factoid Question Answering via Knowledge Graph Search—0
Text Understanding with the Attention Sum Reader NetworkCode0
Paraphrase Generation from Latent-Variable PCFGs for Semantic Parsing—0
Semantic Framework for Comparison Structures in Natural Language—0
Inferring Binary Relation Schemas for Open Information Extraction—0
WikiQA: A Challenge Dataset for Open-Domain Question Answering—0
Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge BaseCode0
On metric embedding for boosting semantic similarity computations—0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering—0
Lean Question Answering over Freebase from Scratch—0
Higher-order Lexical Semantic Models for Non-factoid Answer Reranking—0
Deep Learning for Answer Sentence SelectionCode0
Towards an open-domain conversational system fully based on natural language processing—0
What or Who is Multilingual Watson?—0
Semantic Parsing for Single-Relation Question Answering—0
HuRIC: a Human Robot Interaction Corpus—0
DBpedia Domains: augmenting DBpedia with domain information—0
Chinese Open Relation Extraction for Knowledge Acquisition—0
Learning to answer questions—0
Evaluation of baseline information retrieval for Polish open-domain Question Answering system—0
Paraphrase-Driven Learning for Open Question Answering—0
Semantic Technologies in IBM Watson—0
Question Answering Using Enhanced Lexical Semantic Models—0
Natural Language Processing in Watson—0
Creation and use of Language Resources in a Question-Answering eHealth System—0
Coupling Knowledge-Based and Data-Driven Systems for Named Entity Recognition—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1somebodyKILT-RL2.62—Unverified
2WikipediaKILT-RL2.46—Unverified
3arxiv.org/abs/2103.06332KILT-RL2.36—Unverified
4BART + DPRKILT-RL1.9—Unverified
5RAGKILT-RL1.69—Unverified
6Training Set Retrieval (top 1)KILT-RL0—Unverified
7T5-baseKILT-RL0—Unverified
8Input CopyingKILT-RL0—Unverified
9SphereKILT-RL0—Unverified
10Random Training Set AnswerKILT-RL0—Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM43.56—Unverified
2intersectKILT-EM38.78—Unverified
3KGI_0KILT-EM36.36—Unverified
4WikipediaKILT-EM35.32—Unverified
5RAGKILT-EM32.69—Unverified
6BERT + DPRKILT-EM31.99—Unverified
7BART + DPRKILT-EM30.06—Unverified
8Multitask DPR + BARTKILT-EM29.09—Unverified
9Multi-task DPRKILT-EM0—Unverified
10SphereKILT-EM0—Unverified
#ModelMetricClaimedVerifiedStatus
1Re2GKILT-EM57.91—Unverified
2intersectKILT-EM50.56—Unverified
3WikipediaKILT-EM45.55—Unverified
4KGI_0KILT-EM42.85—Unverified
5Multitask DPR + BARTKILT-EM42.36—Unverified
6RAGKILT-EM38.13—Unverified
7BERT + DPRKILT-EM34.48—Unverified
8BART + DPRKILT-EM31.4—Unverified
9TABiKILT-EM0—Unverified
10T5-baseKILT-EM0—Unverified
#ModelMetricClaimedVerifiedStatus
1intersectKILT-EM18.06—Unverified
2WikipediaKILT-EM11.71—Unverified
3Multitask DPR + BARTKILT-EM9.53—Unverified
4RAGKILT-EM3.21—Unverified
5BART + DPRKILT-EM1.96—Unverified
6BERT + DPRKILT-EM0.74—Unverified
7SphereKILT-EM0—Unverified
8Multi-task DPRKILT-EM0—Unverified
9GENREKILT-EM0—Unverified
10chriskueiKILT-EM0—Unverified
#ModelMetricClaimedVerifiedStatus
1SpanBERTF184.8—Unverified
2Cluster-Former (#C=512)EM68—Unverified
3Locality-Sensitive HashingEM66—Unverified
4Multi-passage BERTEM65.1—Unverified
5Sparse AttentionEM64.7—Unverified
6DECAPROPEM62.2—Unverified
7Bi-Attention + DCU-LSTMN-gram F159.5—Unverified
8Denoising QAEM58.8—Unverified
9DecaPropEM56.8—Unverified
10AMANDAN-gram F156.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Fourier TransformerRouge-L26.9—Unverified
2QGRouge-L26.4—Unverified
3BARTRouge-L24.3—Unverified
4E-MCARouge-L24—Unverified
5Transformer Multitask + LayerDropRouge-L23.4—Unverified
6Multi-InrerleaveRouge-L14.63—Unverified
#ModelMetricClaimedVerifiedStatus
1Evidence Aggregation via R^3 Re-RankingEM (Quasar-T)42.3—Unverified
2Denoising QAEM (Quasar-T)42.2—Unverified
3DecaPropEM (Quasar-T)38.6—Unverified
4R^3EM (Quasar-T)35.3—Unverified
5GAEM (Quasar-T)26.4—Unverified
6BiDAFEM (Quasar-T)25.9—Unverified
#ModelMetricClaimedVerifiedStatus
1FiEExact Match58.4—Unverified
2R2-D2 HN-DPRExact Match55.9—Unverified
3UniK-QAExact Match54.9—Unverified
4UnitedQA (Hybrid)Exact Match54.7—Unverified
5BPR (linear scan; l=1000)Exact Match41.6—Unverified
#ModelMetricClaimedVerifiedStatus
1SPARTAEM59.3—Unverified
2Blended RAGEM57.63—Unverified
3BERTseriniEM50.2—Unverified
4BERTseriniEM38.6—Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match57.7—Unverified
2FiE+PAQExact Match56.3—Unverified
3FiEExact Match52.4—Unverified
4EMDR2Exact Match48.7—Unverified
#ModelMetricClaimedVerifiedStatus
1DrQAEM70—Unverified
2DCNEM66.2—Unverified
3MPCMEM65.5—Unverified
#ModelMetricClaimedVerifiedStatus
1ERNIE 2.0 LargeEM64.2—Unverified
2ERNIE 2.0 BaseEM61.3—Unverified
#ModelMetricClaimedVerifiedStatus
1UniK-QAExact Match65.5—Unverified
2BPR (linear scan; l=1000)Exact Match56.8—Unverified
#ModelMetricClaimedVerifiedStatus
1EMDR2Exact Match52.5—Unverified
#ModelMetricClaimedVerifiedStatus
1UnitedQA (Hybrid)Exact Match70.5—Unverified