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 1005110100 of 10817 papers

TitleStatusHype
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths0
A Discursive Grid Approach to Model Local Coherence in Multi-document Summaries0
Any-language frame-semantic parsing0
A VSM-based Statistical Model for the Semantic Relation Interpretation of Noun-Modifier Pairs0
Comparing Word Representations for Implicit Discourse Relation Classification0
Conversational Knowledge Teaching Agent that uses a Knowledge Base0
A Procedural Definition of Multi-word Lexical Units0
Recognizing Textual Entailment Using Probabilistic Inference0
Feature-Rich Two-Stage Logistic Regression for Monolingual Alignment0
Inferring Binary Relation Schemas for Open Information Extraction0
Generating Lexicalization Patterns for Linked Open Data0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity0
Pattern Construction for Extracting Domain Terminology0
Measuring Semantic Similarity for Bengali Tweets Using WordNet0
Joint Entity Recognition and Disambiguation0
Exploring Markov Logic Networks for Question Answering0
Syntactic Dependencies and Distributed Word Representations for Analogy Detection and Mining0
Weakly Supervised Definition Extraction0
Towards the Unsupervised Acquisition of Implicit Semantic Roles0
Where Was Alexander the Great in 325 BC? Toward Understanding History Text with a World Model0
User Name Disambiguation in Community Question Answering0
Shallow Convolutional Neural Network for Implicit Discourse Relation Recognition0
WikiQA: A Challenge Dataset for Open-Domain Question Answering0
Semantic Framework for Comparison Structures in Natural Language0
Type-Constrained Representation Learning in Knowledge Graphs0
Applying Deep Learning to Answer Selection: A Study and An Open TaskCode0
Evaluation of Two-level Dependency Representations of Argument Structure in Long-Distance Dependencies0
Markov Logic Networks for Natural Language Question Answering0
FAQ-based Question Answering via Word Alignment0
A Framework for the Construction of Monolingual and Cross-lingual Word Similarity Datasets0
A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing0
Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser0
Learning to Exploit Structured Resources for Lexical InferenceCode0
A Data-Driven, Factorization Parser for CCG Dependency Structures0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge0
Machine Comprehension with Discourse Relations0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
Machine Comprehension with Syntax, Frames, and Semantics0
NCU IISR English-Korean and English-Chinese Named Entity Transliteration Using Different Grapheme Segmentation Approaches0
Aligning Opinions: Cross-Lingual Opinion Mining with Dependencies0
Question Answering over Freebase with Multi-Column Convolutional Neural Networks0
Learning Answer-Entailing Structures for Machine Comprehension0
Feature Optimization for Constituent Parsing via Neural Networks0
Learning Continuous Word Embedding with Metadata for Question Retrieval in Community Question Answering0
A Shallow Discourse Parsing System Based On Maximum Entropy Model0
Learning Embeddings for Transitive Verb Disambiguation by Implicit Tensor Factorization0
Orthogonality of Syntax and Semantics within Distributional Spaces0
Improving Twitter Named Entity Recognition using Word Representations0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering0
Embedding Methods for Fine Grained Entity Type Classification0
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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