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 89018950 of 10817 papers

TitleStatusHype
Identification of Alias Links among Participants in Narratives0
Improving Event Coreference Resolution by Modeling Correlations between Event Coreference Chains and Document Topic Structures0
A Flexible, Efficient and Accurate Framework for Community Question Answering Pipelines0
Denoising Distantly Supervised Open-Domain Question AnsweringCode0
Extractive Summarization with SWAP-NET: Sentences and Words from Alternating Pointer NetworksCode0
Discourse Representation Structure ParsingCode0
GTR-LSTM: A Triple Encoder for Sentence Generation from RDF Data0
Neural Semantic Parsing0
Recognizing Complex Entity Mentions: A Review and Future Directions0
Jack the Reader -- A Machine Reading FrameworkCode0
DeepPavlov: Open-Source Library for Dialogue Systems0
A Distributional and Orthographic Aggregation Model for English Derivational MorphologyCode0
Guess Me if You Can: Acronym Disambiguation for Enterprises0
A Study of the Importance of External Knowledge in the Named Entity Recognition Task0
Connecting Language and Vision to Actions0
Knowledge Diffusion for Neural Dialogue GenerationCode0
Bridging Languages through Images with Deep Partial Canonical Correlation AnalysisCode0
Biomedical Document Retrieval for Clinical Decision Support System0
Context-Aware Neural Model for Temporal Information Extraction0
Modeling discourse cohesion for discourse parsing via memory network0
A Named Entity Recognition Shootout for German0
CNN for Text-Based Multiple Choice Question AnsweringCode0
Pushing the Limits of Radiology with Joint Modeling of Visual and Textual Information0
One-shot Learning for Question-Answering in Gaokao History ChallengeCode0
End-to-End Audio Visual Scene-Aware Dialog using Multimodal Attention-Based Video FeaturesCode0
Jack the Reader - A Machine Reading FrameworkCode1
The Natural Language Decathlon: Multitask Learning as Question AnsweringCode1
Learning Conditioned Graph Structures for Interpretable Visual Question AnsweringCode0
Comparative Analysis of Neural QA models on SQuAD0
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable RepresentationsCode0
Learning Visual Knowledge Memory Networks for Visual Question Answering0
FigureNet: A Deep Learning model for Question-Answering on Scientific Plots0
Focused Hierarchical RNNs for Conditional Sequence Processing0
Recurrent One-Hop Predictions for Reasoning over Knowledge Graphs0
iParaphrasing: Extracting Visually Grounded Paraphrases via an ImageCode0
Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question AnsweringCode0
Improving Language Understanding by Generative Pre-TrainingCode1
Know What You Don't Know: Unanswerable Questions for SQuADCode1
Prosody Modifications for Question-Answering in Voice-Only SettingsCode0
Learning Answer Embeddings for Visual Question Answering0
Cross-Dataset Adaptation for Visual Question Answering0
Adaptations of ROUGE and BLEU to Better Evaluate Machine Reading Comprehension Task0
SciDTB: Discourse Dependency TreeBank for Scientific AbstractsCode0
Learning to Search in Long Documents Using Document StructureCode0
CS-VQA: Visual Question Answering with Compressively Sensed Images0
Focal Visual-Text Attention for Visual Question AnsweringCode0
Multi-Cast Attention Networks for Retrieval-based Question Answering and Response Prediction0
On the Flip Side: Identifying Counterexamples in Visual Question Answering0
Categorizing Concepts With Basic Level for Vision-to-Language0
Textbook Question Answering Under Instructor Guidance With Memory NetworksCode0
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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