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

Showing 1025110300 of 10817 papers

TitleStatusHype
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic0
Named Entity Recognition System for Dialectal Arabic0
INVITED TALK 2: Towards Universal Syntactic Processing of Natural Language0
CTPs: Contextual Temporal Profiles for Time Scoping Facts using State Change Detection0
Lexical Substitution for the Medical Domain0
Opinion Mining with Deep Recurrent Neural Networks0
Joint Relational Embeddings for Knowledge-based Question Answering0
A Regularized Competition Model for Question Difficulty Estimation in Community Question Answering Services0
A* CCG Parsing with a Supertag-factored Model0
Learning Compact Lexicons for CCG Semantic Parsing0
Fear the REAPER: A System for Automatic Multi-Document Summarization with Reinforcement Learning0
Morpho-syntactic Lexical Generalization for CCG Semantic Parsing0
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach0
Question Answering over Linked Data Using First-order Logic0
GloVe: Global Vectors for Word RepresentationCode0
A Neural Network for Factoid Question Answering over Paragraphs0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries0
Invited Talk: IBM Cognitive Computing - An NLP Renaissance!0
Taxonomy Construction Using Syntactic Contextual Evidence0
Werdy: Recognition and Disambiguation of Verbs and Verb Phrases with Syntactic and Semantic Pruning0
Unsupervised Template Mining for Semantic Category Understanding0
A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input0
A Study of Association Measures and their Combination for Arabic MWT Extraction0
Optimizing Component Combination in a Multi-Indexing Paragraph Retrieval System0
Argument structure of adverbial derivatives in Russian0
Inducing Latent Semantic Relations for Structured Distributional Semantics0
Exploring Fine-grained Entity Type Constraints for Distantly Supervised Relation Extraction0
Knowledge Sharing via Social Login: Exploiting Microblogging Service for Warming up Social Question Answering Websites0
Learning to Summarise Related Sentences0
Nerdle: Topic-Specific Question Answering Using Wikia Seeds0
Converting Phrase Structures to Dependency Structures in Sanskrit0
HARPY: Hypernyms and Alignment of Relational Paraphrases0
Generating Supplementary Travel Guides from Social Media0
Biomedical/Clinical NLP0
Dependency Parsing: Past, Present, and Future0
A Hybrid Approach to Features Representation for Fine-grained Arabic Named Entity Recognition0
An Analysis of Causality between Events and its Relation to Temporal Information0
What or Who is Multilingual Watson?0
Towards an open-domain conversational system fully based on natural language processing0
Unsupervised Verb Inference from Nouns Crossing Root Boundary0
Group Non-negative Matrix Factorization with Natural Categories for Question Retrieval in Community Question Answer Archives0
A Three-Step Transition-Based System for Non-Projective Dependency Parsing0
Hierarchical Topical Segmentation with Affinity Propagation0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles0
Annotate and Identify Modalities, Speech Acts and Finer-Grained Event Types in Chinese Text0
Experiments with Easy-first nonprojective constituent parsing0
Automatic Compound Processing: Compound Splitting and Semantic Analysis for Afrikaans and Dutch0
Towards Identifying Hindi/Urdu Noun Templates in Support of a Large-Scale LFG Grammar0
Towards Model Driven Architectures for Human Language Technologies0
Word Clustering Based on Un-LP Algorithm0
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Benchmark Results

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