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
RELLY: Inferring Hypernym Relationships Between Relational Phrases0
Incorporating Trustiness and Collective Synonym/Contrastive Evidence into Taxonomy Construction0
Efficient and Expressive Knowledge Base Completion Using Subgraph Feature Extraction0
Answering Elementary Science Questions by Constructing Coherent Scenes using Background Knowledge0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity0
Recognizing Textual Entailment Using Probabilistic Inference0
A Strong Lexical Matching Method for the Machine Comprehension Test0
Exploring Markov Logic Networks for Question Answering0
Inferring Binary Relation Schemas for Open Information Extraction0
Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings0
A Baseline Temporal Tagger for all LanguagesCode0
Joint Entity Recognition and Disambiguation0
Joint Event Trigger Identification and Event Coreference Resolution with Structured Perceptron0
FINET: Context-Aware Fine-Grained Named Entity Typing0
A Neural Network Model for Low-Resource Universal Dependency Parsing0
Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks0
Comparing Word Representations for Implicit Discourse Relation Classification0
C3EL: A Joint Model for Cross-Document Co-Reference Resolution and Entity Linking0
Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models0
Automatic recognition of habituals: a three-way classification of clausal aspect0
Type-Constrained Representation Learning in Knowledge Graphs0
Applying Deep Learning to Answer Selection: A Study and An Open TaskCode0
Compositional Semantic Parsing on Semi-Structured TablesCode1
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
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition0
Learning Embeddings for Transitive Verb Disambiguation by Implicit Tensor Factorization0
NCU IISR English-Korean and English-Chinese Named Entity Transliteration Using Different Grapheme Segmentation Approaches0
Extracting Time Expressions from Clinical Text0
Answer Selection in Arabic Community Question Answering: A Feature-Rich Approach0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge0
Improving Twitter Named Entity Recognition using Word Representations0
The Web as an Implicit Training Set: Application to Noun Compounds Syntax and Semantics0
Temporal Information Extraction from Korean Texts0
Detecting Semantically Equivalent Questions in Online User Forums0
A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing0
Cross-lingual Transfer for Unsupervised Dependency Parsing Without Parallel Data0
Learning to Exploit Structured Resources for Lexical InferenceCode0
A Shallow Discourse Parsing System Based On Maximum Entropy Model0
A Refined End-to-End Discourse Parser0
A Long Short-Term Memory Model for Answer Sentence Selection in Question Answering0
Machine Comprehension with Syntax, Frames, and Semantics0
Low Resource Dependency Parsing: Cross-lingual Parameter Sharing in a Neural Network Parser0
Automatic Keyword Extraction on Twitter0
FrameNet+: Fast Paraphrastic Tripling of FrameNet0
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions0
Sentiment and Belief: How to Think about, Represent, and Annotate Private States0
Thread-Level Information for Comment Classification in Community Question Answering0
Show:102550
← PrevPage 202 of 217Next →

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