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 6926–6950 of 10817 papers

TitleStatusHype
Recursively Summarizing Books with Human Feedback—0
K-AID: Enhancing Pre-trained Language Models with Domain Knowledge for Question Answering—0
Salience-Aware Event Chain Modeling for Narrative Understanding—0
Relation-Guided Pre-Training for Open-Domain Question Answering—0
Blindness to Modality Helps Entailment Graph MiningCode0
What Would it Take to get Biomedical QA Systems into Practice?—0
RETRONLU: Retrieval Augmented Task-Oriented Semantic Parsing—0
Modality and Negation in Event ExtractionCode0
Emily: Developing An Emotion-affective Open-Domain Chatbot with Knowledge Graph-based Persona—0
Machine Reading Comprehension: Generative or Extractive Reader?—0
Benchmarking Answer Verification Methods for Question Answering-Based Summarization Evaluation Metrics—0
Language Models as a Knowledge Source for Cognitive Agents—0
Supervised Relation Classification as Two-way Span-Prediction—0
Transformers Can Compose Skills To Solve Novel Problems Without Finetuning—0
Task-adaptive Pre-training of Language Models with Word Embedding Regularization—0
Deep Algorithmic Question Answering: Towards a Compositionally Hybrid AI for Algorithmic Reasoning—0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation—0
Topic Transferable Table Question AnsweringCode0
Can Edge Probing Tasks Reveal Linguistic Knowledge in QA Models?—0
Transformer-based Language Models for Factoid Question Answering at BioASQ9bCode0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering—0
AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce—0
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with IntersectionCode0
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs—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