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 6701–6725 of 10817 papers

TitleStatusHype
Context based Text-generation using LSTM networks—0
Multi-Passage Machine Reading Comprehension with Cross-Passage Answer Verification—0
Multi-Perspective Abstractive Answer Summarization—0
CAD -- Contextual Multi-modal Alignment for Dynamic AVQA—0
Multi-Perspective Sentence Similarity Modeling with Convolutional Neural Networks—0
Multiple Abstraction Level Retrieve Augment Generation—0
Hierarchical Representation-based Dynamic Reasoning Network for Biomedical Question Answering—0
Multiple-Choice Question Generation Using Large Language Models: Methodology and Educator Insights—0
Context-Based Quotation Recommendation—0
Multi-Query Focused Disaster Summarization via Instruction-Based Prompting—0
A Multimodal Corpus of Rapid Dialogue Games—0
Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering—0
Multi-Relational Question Answering from Narratives: Machine Reading and Reasoning in Simulated Worlds—0
Hierarchical Question Answering for Long Documents—0
Context-Aware Transformer Pre-Training for Answer Sentence Selection—0
Hierarchical Poset Decoding for Compositional Generalization in Language—0
Multi-Review Fusion-in-Context—0
Hierarchical Object-oriented Spatio-Temporal Reasoning for Video Question Answering—0
A survey of SMS based Information Systems—0
Addition is All You Need for Energy-efficient Language Models—0
Multi-Sentence Compression with Word Vertex-Labeled Graphs and Integer Linear Programming—0
Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation—0
Multi-source Meta Transfer for Low Resource Multiple-Choice Question Answering—0
Multi-source named entity typing for social media—0
A* CCG Parsing with a Supertag-factored Model—0
Show:102550
← PrevPage 269 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