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 6751–6775 of 10817 papers

TitleStatusHype
Multivalent Entailment Graphs for Question Answering—0
Multi-VALUE: A Framework for Cross-Dialectal English NLP—0
Multi-View Approach to Suggest Moderation Actions in Community Question Answering Sites—0
Multi-view Content-aware Indexing for Long Document Retrieval—0
NEWSKVQA: Knowledge-Aware News Video Question Answering—0
Multi-View Domain Adapted Sentence Embeddings for Low-Resource Unsupervised Duplicate Question Detection—0
Hierarchical Memory Networks—0
Hierarchical Memory for Long Video QA—0
ENTER: Event Based Interpretable Reasoning for VideoQA—0
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text—0
MuRAR: A Simple and Effective Multimodal Retrieval and Answer Refinement Framework for Multimodal Question Answering—0
Enter the Mind Palace: Reasoning and Planning for Long-term Active Embodied Question Answering—0
Context-aware Natural Language Generation for Spoken Dialogue Systems—0
MUSS: Multilevel Subset Selection for Relevance and Diversity—0
MUST-VQA: MUltilingual Scene-text VQA—0
Hierarchical Graph Attention Network for Few-Shot Visual-Semantic Learning—0
Context-aware Learning for Sentence-level Sentiment Analysis with Posterior Regularization—0
A Survey of Paraphrasing and Textual Entailment Methods—0
New Word Detection for Sentiment Analysis—0
MyVLM: Personalizing VLMs for User-Specific Queries—0
Hierarchical Gated Recurrent Neural Tensor Network for Answer Triggering—0
A Survey of Named Entity Recognition in Assamese and other Indian Languages—0
A Multilingual Study of Multi-Sentence Compression using Word Vertex-Labeled Graphs and Integer Linear Programming—0
Hierarchical Conditional Relation Networks for Multimodal Video Question Answering—0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking—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