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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 6176–6200 of 10817 papers

TitleStatusHype
PiC: A Phrase-in-Context Dataset for Phrase Understanding and Semantic SearchCode0
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods—0
3D Concept Grounding on Neural Fields—0
Effective Few-Shot Named Entity Linking by Meta-LearningCode0
A Novel DeBERTa-based Model for Financial Question Answering Task—0
A Survey on Table Question Answering: Recent Advances—0
Crake: Causal-Enhanced Table-Filler for Question Answering over Large Scale Knowledge BaseCode0
Active Learning and Multi-label Classification for Ellipsis and Coreference Detection in Conversational Question-Answering—0
OVQA: A Clinically Generated Visual Question Answering Dataset—0
BioTABQA: Instruction Learning for Biomedical Table Question Answering—0
Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task LearningCode0
Ask Me What You Need: Product Retrieval using Knowledge from GPT-3—0
Vision-and-Language PretrainingCode0
MIA 2022 Shared Task Submission: Leveraging Entity Representations, Dense-Sparse Hybrids, and Fusion-in-Decoder for Cross-Lingual Question Answering—0
Cross-Lingual QA as a Stepping Stone for Monolingual Open QA in Icelandic—0
Topic Community Based Temporal Expertise for Question Routing—0
PReGAN: Answer Oriented Passage Ranking with Weakly Supervised GAN—0
Discourse-Aware Graph Networks for Textual Logical Reasoning—0
MIA 2022 Shared Task: Evaluating Cross-lingual Open-Retrieval Question Answering for 16 Diverse Languages—0
Rationale-Augmented Ensembles in Language Models—0
ANEC: An Amharic Named Entity Corpus and Transformer Based Recognizer—0
Contrastive Cross-Modal Knowledge Sharing Pre-training for Vision-Language Representation Learning and Retrieval—0
A Sequence Modelling Approach to Question Answering in Text-Based Games—0
Multi-Hop Open-Domain Question Answering over Structured and Unstructured Knowledge—0
VGNMN: Video-grounded Neural Module Networks for Video-Grounded Dialogue Systems—0
Show:102550
← PrevPage 248 of 433Next →
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