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 8751–8775 of 10817 papers

TitleStatusHype
Cut to the Chase: A Context Zoom-in Network for Reading Comprehension—0
Frustratingly Easy Model Ensemble for Abstractive Summarization—0
Curriculum Learning Based on Reward Sparseness for Deep Reinforcement Learning of Task Completion Dialogue Management—0
Multi-Granular Sequence Encoding via Dilated Compositional Units for Reading Comprehension—0
Listening Comprehension over Argumentative Content—0
Grounding Semantic Roles in Images—0
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images—0
MemoReader: Large-Scale Reading Comprehension through Neural Memory Controller—0
Ranking Paragraphs for Improving Answer Recall in Open-Domain Question AnsweringCode0
A Probabilistic Annotation Model for Crowdsourcing Coreference—0
Linguistically-Based Deep Unstructured Question Answering—0
Characterizing Interactions and Relationships between People—0
In-domain Context-aware Token Embeddings Improve Biomedical Named Entity Recognition—0
Learning Scalar Adjective Intensity from Paraphrases—0
A Nil-Aware Answer Extraction Framework for Question AnsweringCode0
Corpus-Driven Thematic Hierarchy Induction—0
Cross-topic Argument Mining from Heterogeneous Sources—0
Neural Transition Based Parsing of Web Queries: An Entity Based Approach—0
Knowledge Base Question Answering via Encoding of Complex Query GraphsCode0
Multimodal Differential Network for Visual Question Generation—0
Convolutional Interaction Network for Natural Language Inference—0
HyTE: Hyperplane-based Temporally aware Knowledge Graph EmbeddingCode0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
Answer-focused and Position-aware Neural Question Generation—0
Cross-Pair Text Representations for Answer Sentence SelectionCode0
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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