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 9001–9050 of 10817 papers

TitleStatusHype
Jiangnan at SemEval-2018 Task 11: Deep Neural Network with Attention Method for Machine Comprehension Task—0
Detecting and Resolving Shell Nouns in German—0
Determining Event Durations: Models and Error Analysis—0
Inducing Temporal Relations from Time Anchor AnnotationCode0
A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning—0
YNU-HPCC at SemEval-2018 Task 12: The Argument Reasoning Comprehension Task Using a Bi-directional LSTM with Attention Model—0
SemEval 2018 Task 4: Character Identification on Multiparty Dialogues—0
SemEval-2018 Task 9: Hypernym Discovery—0
Verb Alternations and Their Impact on Frame Induction—0
Syntactically Aware Neural Architectures for Definition Extraction—0
Talla at SemEval-2018 Task 7: Hybrid Loss Optimization for Relation Classification using Convolutional Neural Networks—0
Visually Guided Spatial Relation Extraction from Text—0
Toward Data-Driven Tutorial Question Answering with Deep Learning Conversational Models—0
SUNNYNLP at SemEval-2018 Task 10: A Support-Vector-Machine-Based Method for Detecting Semantic Difference using Taxonomy and Word Embedding FeaturesCode0
Stacked Latent Attention for Multimodal Reasoning—0
Supervised Open Information Extraction—0
Textbook Question Answering Under Instructor Guidance With Memory NetworksCode0
The Context-Dependent Additive Recurrent Neural Net—0
Self-Training for Jointly Learning to Ask and Answer Questions—0
YNU-HPCC at Semeval-2018 Task 11: Using an Attention-based CNN-LSTM for Machine Comprehension using Commonsense Knowledge—0
Stacking with Auxiliary Features for Visual Question Answering—0
Telling Stories with Soundtracks: An Empirical Analysis of Music in Film—0
Tree Structured Dirichlet Processes for Hierarchical Morphological SegmentationCode0
Semantic Analysis of (Reflectional) Visual Symmetry: A Human-Centred Computational Model for Declarative Explainability—0
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings—0
Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering?—0
Semantic Sentence Matching with Densely-connected Recurrent and Co-attentive Information—0
Dependent Gated Reading for Cloze-Style Question Answering—0
Think Visually: Question Answering through Virtual ImageryCode0
Mining Procedures from Technical Support Documents—0
Hyperbolic Attention Networks—0
A logical representation of Arabic questions toward automatic passage extraction from the Web—0
Joint Image Captioning and Question Answering—0
Energy-Efficient Inference Accelerator for Memory-Augmented Neural Networks on an FPGA—0
Efficient and Robust Question Answering from Minimal Context over DocumentsCode0
Reproducibility Report for "Learning To Count Objects In Natural Images For Visual Question Answering"—0
A Talker Ensemble: the University of Wrocław's Entry to the NIPS 2017 Conversational Intelligence Challenge—0
Annotating Electronic Medical Records for Question Answering—0
Composite Semantic Relation Classification—0
CLINIQA: A Machine Intelligence Based Clinical Question Answering System—0
Did the Model Understand the Question?Code0
New Embedded Representations and Evaluation Protocols for Inferring Transitive Relations—0
I Have Seen Enough: A Teacher Student Network for Video Classification Using Fewer Frames—0
Reciprocal Attention Fusion for Visual Question Answering—0
WikiPassageQA: A Benchmark Collection for Research on Non-factoid Answer Passage Retrieval—0
Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification—0
PhotoshopQuiA: A Corpus of Non-Factoid Questions and Answers for Why-Question Answering—0
Enhancing the AI2 Diagrams Dataset Using Rhetorical Structure TheoryCode0
EventWiki: A Knowledge Base of Major Events—0
KRAUTS: A German Temporally Annotated News CorpusCode0
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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