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 6401–6450 of 10817 papers

TitleStatusHype
Answer Consolidation: Formulation and BenchmarkingCode0
Inferring Implicit Relations in Complex Questions with Language ModelsCode0
Adaptable Text Matching via Meta-Weight Regulator—0
Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement—0
Better Query Graph Selection for Knowledge Base Question Answering—0
A Method of Query Graph Reranking for Knowledge Base Question Answering—0
Science Checker: Extractive-Boolean Question Answering For Scientific Fact CheckingCode0
Rethinking Multi-Modal Alignment in Video Question Answering from Feature and Sample Perspectives—0
Conversational Question Answering on Heterogeneous Sources—0
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks—0
MEKER: Memory Efficient Knowledge Embedding Representation for Link Prediction and Question Answering—0
A Summary of the ALQAC 2021 Competition—0
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics—0
Clotho-AQA: A Crowdsourced Dataset for Audio Question Answering—0
Synthetic Target Domain Supervision for Open Retrieval QA—0
Where Was COVID-19 First Discovered? Designing a Question-Answering System for Pandemic Situations—0
Retrieval Enhanced Data Augmentation for Question Answering on Privacy Policies—0
Multi-hop Question Answering—0
CBR-iKB: A Case-Based Reasoning Approach for Question Answering over Incomplete Knowledge Bases—0
LayoutLMv3: Pre-training for Document AI with Unified Text and Image MaskingCode0
Attention Mechanism based Cognition-level Scene Understanding—0
WikiOmnia: generative QA corpus on the whole Russian Wikipedia—0
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes—0
Characterizing the Efficiency vs. Accuracy Trade-off for Long-Context NLP ModelsCode0
Mixture of Experts for Biomedical Question Answering—0
Semantic Structure based Query Graph Prediction for Question Answering over Knowledge Graph—0
Improving Cross-Modal Understanding in Visual Dialog via Contrastive Learning—0
XLMRQA: Open-Domain Question Answering on Vietnamese Wikipedia-based Textual Knowledge Source—0
Measuring Compositional Consistency for Video Question Answering—0
AGQA 2.0: An Updated Benchmark for Compositional Spatio-Temporal Reasoning—0
MuCoT: Multilingual Contrastive Training for Question-Answering in Low-resource LanguagesCode0
Solving Price Per Unit Problem Around the World: Formulating Fact Extraction as Question Answering—0
XQA-DST: Multi-Domain and Multi-Lingual Dialogue State TrackingCode0
ASQA: Factoid Questions Meet Long-Form AnswersCode0
Uniform Complexity for Text GenerationCode0
Answering Count Queries with Explanatory EvidenceCode0
Metaethical Perspectives on 'Benchmarking' AI Ethics—0
Breaking Character: Are Subwords Good Enough for MRLs After All?—0
Data Augmentation for Biomedical Factoid Question AnsweringCode0
Augmenting Pre-trained Language Models with QA-Memory for Open-Domain Question Answering—0
KGI: An Integrated Framework for Knowledge Intensive Language Tasks—0
Parameter-Efficient Abstractive Question Answering over Tables or TextCode0
Knowledge Base Index Compression via Dimensionality and Precision ReductionCode0
Improving Zero-Shot Event Extraction via Sentence Simplification—0
Match-Prompt: Improving Multi-task Generalization Ability for Neural Text Matching via Prompt LearningCode0
Improved and Efficient Conversational Slot Labeling through Question Answering—0
Multi-View Approach to Suggest Moderation Actions in Community Question Answering Sites—0
Question-Driven Graph Fusion Network For Visual Question Answering—0
Co-VQA : Answering by Interactive Sub Question Sequence—0
COOL, a Context Outlooker, and its Application to Question Answering and other Natural Language Processing Tasks—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