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
Al-Bayan: An Arabic Question Answering System for the Holy Quran0
A Regularized Competition Model for Question Difficulty Estimation in Community Question Answering Services0
GloVe: Global Vectors for Word RepresentationCode0
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
Lexical Substitution for the Medical Domain0
A Framework for the Classification and Annotation of Multiword Expressions in Dialectal Arabic0
Learning Compact Lexicons for CCG Semantic Parsing0
A* CCG Parsing with a Supertag-factored Model0
Question Answering over Linked Data Using First-order Logic0
INVITED TALK 2: Towards Universal Syntactic Processing of Natural Language0
Learning from a Neighbor: Adapting a Japanese Parser for Korean Through Feature Transfer Learning0
CTPs: Contextual Temporal Profiles for Time Scoping Facts using State Change Detection0
A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input0
Exploiting Timegraphs in Temporal Relation Classification0
Joint Relational Embeddings for Knowledge-based Question Answering0
Opinion Mining with Deep Recurrent Neural Networks0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries0
Taxonomy Construction Using Syntactic Contextual Evidence0
Unsupervised Template Mining for Semantic Category Understanding0
Werdy: Recognition and Disambiguation of Verbs and Verb Phrases with Syntactic and Semantic Pruning0
A Study of Association Measures and their Combination for Arabic MWT Extraction0
Optimizing Component Combination in a Multi-Indexing Paragraph Retrieval System0
Nerdle: Topic-Specific Question Answering Using Wikia Seeds0
Inducing Latent Semantic Relations for Structured Distributional Semantics0
Converting Phrase Structures to Dependency Structures in Sanskrit0
Exploiting the Human Computational Effort Dedicated to Message Reply Formatting for Training Discursive Email Segmenters0
Hierarchical Topical Segmentation with Affinity Propagation0
Argument structure of adverbial derivatives in Russian0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles0
Learning to Summarise Related Sentences0
Knowledge Sharing via Social Login: Exploiting Microblogging Service for Warming up Social Question Answering Websites0
Exploring Fine-grained Entity Type Constraints for Distantly Supervised Relation Extraction0
Proposition Knowledge Graphs0
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
Annotate and Identify Modalities, Speech Acts and Finer-Grained Event Types in Chinese Text0
HARPY: Hypernyms and Alignment of Relational Paraphrases0
AI-KU: Using Co-Occurrence Modeling for Semantic Similarity0
Experiments with Easy-first nonprojective constituent parsing0
DLS@CU: Sentence Similarity from Word Alignment0
Generating Supplementary Travel Guides from Social Media0
CMU: Arc-Factored, Discriminative Semantic Dependency Parsing0
An Analysis of Causality between Events and its Relation to Temporal Information0
Biomedical/Clinical NLP0
Mining temporal footprints from Wikipedia0
Compositional Distributional Semantics Models in Chunk-based Smoothed Tree Kernels0
Automatic Compound Processing: Compound Splitting and Semantic Analysis for Afrikaans and Dutch0
A Hybrid Approach to Features Representation for Fine-grained Arabic Named Entity Recognition0
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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