SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 10251–10275 of 10817 papers

TitleStatusHype
INVITED TALK 2: Towards Universal Syntactic Processing of Natural Language—0
Lexical Substitution for the Medical Domain—0
CTPs: Contextual Temporal Profiles for Time Scoping Facts using State Change Detection—0
Joint Relational Embeddings for Knowledge-based Question Answering—0
Al-Bayan: An Arabic Question Answering System for the Holy Quran—0
Exploiting Timegraphs in Temporal Relation Classification—0
Learning Compact Lexicons for CCG Semantic Parsing—0
A* CCG Parsing with a Supertag-factored Model—0
Question Answering over Linked Data Using First-order Logic—0
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic—0
A Neural Network for Factoid Question Answering over Paragraphs—0
Opinion Mining with Deep Recurrent Neural Networks—0
Named Entity Recognition System for Dialectal Arabic—0
Learning from a Neighbor: Adapting a Japanese Parser for Korean Through Feature Transfer Learning—0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning—0
Morpho-syntactic Lexical Generalization for CCG Semantic Parsing—0
A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input—0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach—0
A Regularized Competition Model for Question Difficulty Estimation in Community Question Answering Services—0
Unsupervised Template Mining for Semantic Category Understanding—0
Taxonomy Construction Using Syntactic Contextual Evidence—0
Werdy: Recognition and Disambiguation of Verbs and Verb Phrases with Syntactic and Semantic Pruning—0
A Study of Association Measures and their Combination for Arabic MWT Extraction—0
Optimizing Component Combination in a Multi-Indexing Paragraph Retrieval System—0
Experiments with Easy-first nonprojective constituent parsing—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified