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 5251–5300 of 10817 papers

TitleStatusHype
Deep Feature Fusion Network for Answer Quality Prediction in Community Question Answering—0
Knowledge Base Inference using Bridging Entities—0
Knowledge Base Question Answering: A Semantic Parsing Perspective—0
Improving Commonsense Question Answering by Graph-based Iterative Retrieval over Multiple Knowledge Sources—0
Corpus Annotation through Crowdsourcing: Towards Best Practice Guidelines—0
Knowledge Base Question Answering through Recursive Hypergraphs—0
Deep Learning applications for COVID-19—0
Knowledge Base Relation Detection via Multi-View Matching—0
Improving Clinical Question Answering with Multi-Task Learning: A Joint Approach for Answer Extraction and Medical Categorization—0
Knowledge Completion for Generics using Guided Tensor Factorization—0
Improving Clinical Diagnosis Inference through Integration of Structured and Unstructured Knowledge—0
Knowledge Condensation and Reasoning for Knowledge-based VQA—0
Attention Alignment and Flexible Positional Embeddings Improve Transformer Length Extrapolation—0
Learning Fine-Grained Knowledge about Contingent Relations between Everyday Events—0
Knowledge Distillation for Improved Accuracy in Spoken Question Answering—0
Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom—0
Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering—0
Knowledge-driven Natural Language Understanding of English Text and its Applications—0
Improving Chinese Semantic Role Labeling using High-quality Surface and Deep Case Frames—0
Improving Biomedical Information Retrieval with Neural Retrievers—0
Knowledge-enhanced Agents for Interactive Text Games—0
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems—0
Knowledge Enhanced Hybrid Neural Network for Text Matching—0
Knowledge-enhanced Iterative Instruction Generation and Reasoning for Knowledge Base Question Answering—0
CORN: Co-Reasoning Network for Commonsense Question Answering—0
Knowledge Extraction and Joint Inference Using Tractable Markov Logic—0
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering—0
Improving Automatic VQA Evaluation Using Large Language Models—0
CoRI: Collective Relation Integration with Data Augmentation for Open Information Extraction—0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries—0
Ontology-based knowledge representation for bone disease diagnosis: a foundation for safe and sustainable medical artificial intelligence systems—0
DeepPurple: Estimating Sentence Semantic Similarity using N-gram Regression Models and Web Snippets—0
Knowledge Graph Curation: A Practical Framework—0
Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domain—0
Improving and Diagnosing Knowledge-Based Visual Question Answering via Entity Enhanced Knowledge Injection—0
A Vietnamese Question Answering System—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
Analysis on Image Set Visual Question Answering—0
Improve Neural Entity Recognition via Multi-Task Data Selection and Constrained Decoding—0
Knowledge Graph Papers @ ICLR 2021—0
Improvement of VerbNet-like resources by frame typing—0
Learning Embeddings for Transitive Verb Disambiguation by Implicit Tensor Factorization—0
Learning Entailment Relations by Global Graph Structure Optimization—0
AttackQA: Development and Adoption of a Dataset for Assisting Cybersecurity Operations using Fine-tuned and Open-Source LLMs—0
Improved Representation Learning for Question Answer Matching—0
Learning Corresponded Rationales for Text Matching—0
Knowledge Graph Reasoning Based on Attention GCN—0
Knowledge Graphs and Knowledge Networks: The Story in Brief—0
Knowledge Graphs are all you need: Leveraging KGs in Physics Question Answering—0
Improved Recognition and Normalisation of Polish Temporal Expressions—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