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 8701–8750 of 10817 papers

TitleStatusHype
Deep Attentive Sentence Ordering Network—0
Generating Syntactic Paraphrases—0
Corpus-Driven Thematic Hierarchy Induction—0
Frustratingly Easy Model Ensemble for Abstractive Summarization—0
Large-scale Exploration of Neural Relation Classification ArchitecturesCode0
A Multi-answer Multi-task Framework for Real-world Machine Reading Comprehension—0
A Nil-Aware Answer Extraction Framework for Question AnsweringCode0
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images—0
Cut to the Chase: A Context Zoom-in Network for Reading Comprehension—0
Put It Back: Entity Typing with Language Model EnhancementCode0
MemoReader: Large-Scale Reading Comprehension through Neural Memory Controller—0
Convolutional Interaction Network for Natural Language Inference—0
A Probabilistic Annotation Model for Crowdsourcing Coreference—0
Multi-Granular Sequence Encoding via Dilated Compositional Units for Reading Comprehension—0
Grounding Semantic Roles in Images—0
Characterizing Interactions and Relationships between People—0
Cross-topic Argument Mining from Heterogeneous Sources—0
Paragraph-level Neural Question Generation with Maxout Pointer and Gated Self-attention NetworksCode1
Learning Scalar Adjective Intensity from Paraphrases—0
Answer-focused and Position-aware Neural Question Generation—0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
Listening Comprehension over Argumentative Content—0
A dataset and baselines for sequential open-domain question answering—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
Similarity-Based Reconstruction Loss for Meaning Representation—0
Semantic Linking in Convolutional Neural Networks for Answer Sentence Selection—0
Speed Reading: Learning to Read ForBackward via ShuttleCode0
Transfer and Multi-Task Learning for Noun--Noun Compound Interpretation—0
Supervised and Unsupervised Methods for Robust Separation of Section Titles and Prose Text in Web Documents—0
The BQ Corpus: A Large-scale Domain-specific Chinese Corpus For Sentence Semantic Equivalence Identification—0
Structured Alignment Networks for Matching Sentences—0
Uncovering Code-Mixed Challenges: A Framework for Linguistically Driven Question Generation and Neural Based Question Answering—0
Spot the Odd Man Out: Exploring the Associative Power of Lexical Resources—0
Somm: Into the Model—0
Sentiment Classification towards Question-Answering with Hierarchical Matching Network—0
Ranking Paragraphs for Improving Answer Recall in Open-Domain Question AnsweringCode0
Direct optimization of F-measure for retrieval-based personal question answering—0
Denoise while Aggregating: Collaborative Learning in Open-Domain Question Answering—0
Learning Corresponded Rationales for Text Matching—0
A Qualitative Comparison of CoQA, SQuAD 2.0 and QuACCode0
Learning to Coordinate Multiple Reinforcement Learning Agents for Diverse Query Reformulation—0
No One is Perfect: Analysing the Performance of Question Answering Components over the DBpedia Knowledge GraphCode0
ComQA: A Community-sourced Dataset for Complex Factoid Question Answering with Paraphrase Clusters—0
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question AnsweringCode1
Stochastic Answer Networks for SQuAD 2.0Code0
Joint Multitask Learning for Community Question Answering Using Task-Specific Embeddings—0
Textually Enriched Neural Module Networks for Visual Question Answering—0
Multimodal Dual Attention Memory for Video Story Question Answering—0
Neural Approaches to Conversational AI—0
A Quantitative Evaluation of Natural Language Question Interpretation for Question Answering Systems—0
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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