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 6501–6550 of 10817 papers

TitleStatusHype
Improving Lexical Embeddings for Robust Question Answering—0
A Generative Model for Relation Extraction and Classification—0
Joint Answering and Explanation for Visual Commonsense ReasoningCode0
On Modality Bias Recognition and ReductionCode0
Measuring CLEVRness: Blackbox testing of Visual Reasoning Models—0
OG-SGG: Ontology-Guided Scene Graph Generation. A Case Study in Transfer Learning for Telepresence RoboticsCode0
(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering—0
Discovering Fine-Grained Semantics in Knowledge Graph Relations—0
Question-Answer Sentence Graph for Joint Modeling Answer Selection—0
Delving Deeper into Cross-lingual Visual Question AnsweringCode0
Privacy Preserving Visual Question Answering—0
An experimental study of the vision-bottleneck in VQA—0
Partially Fake Audio Detection by Self-attention-based Fake Span Discovery—0
PQuAD: A Persian Question Answering Dataset—0
Recognition-free Question Answering on Handwritten Document Collections—0
FedQAS: Privacy-aware machine reading comprehension with federated learningCode0
Can Open Domain Question Answering Systems Answer Visual Knowledge Questions?—0
Survey of Hallucination in Natural Language Generation—0
NEWSKVQA: Knowledge-Aware News Video Question Answering—0
Integrating question answering and text-to-SQL in PortugueseCode0
RNN Transducers for Nested Named Entity Recognition with constraints on alignment for long sequences—0
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning—0
Pirá: A Bilingual Portuguese-English Dataset for Question-Answering about the OceanCode0
Grounding Answers for Visual Questions Asked by Visually Impaired PeopleCode0
GatorTron: A Large Clinical Language Model to Unlock Patient Information from Unstructured Electronic Health Records—0
Semantic Annotation and Querying Framework based on Semi-structured Ayurvedic Text—0
Active Learning Over Multiple Domains in Natural Language Tasks—0
Learning Representations of Entities and Relations—0
Compositionality as Lexical SymmetryCode0
Reasoning Like Program Executors—0
Transformer Module Networks for Systematic Generalization in Visual Question AnsweringCode0
Learning to Compose Diversified Prompts for Image Emotion Classification—0
An Automated Question-Answering Framework Based on Evolution Algorithm—0
Addressing Issues of Cross-Linguality in Open-Retrieval Question Answering Systems For Emergent DomainsCode0
SA-VQA: Structured Alignment of Visual and Semantic Representations for Visual Question Answering—0
MGA-VQA: Multi-Granularity Alignment for Visual Question Answering—0
Artefact Retrieval: Overview of NLP Models with Knowledge Base Access—0
Towards Collaborative Question Answering: A Preliminary Study—0
Question Generation for Evaluating Cross-Dataset Shifts in Multi-modal Grounding—0
Unified Question Generation with Continual Lifelong Learning—0
Question rewriting? Assessing its importance for conversational question answeringCode0
Conversational Information Seeking—0
Enhanced Knowledge Graphs Using Typed Entailment Graphs—0
AstBERT: Enabling Language Model for Financial Code Understanding with Abstract Syntax Trees—0
Expert Finding in Legal Community Question AnsweringCode0
Evaluating Machine Common Sense via Cloze Testing—0
Improving Biomedical Information Retrieval with Neural Retrievers—0
Do KG-augmented Models Leverage Knowledge as Humans Do?—0
Knowledge Graph Papers @ ICLR 2021—0
Generalizable Neuro-symbolic Systems for Commonsense Question Answering—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