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 5676–5700 of 10817 papers

TitleStatusHype
Learning to Summarise Related Sentences—0
Learning to Summarize and Answer Questions about a Virtual Robot's Past Actions—0
Learning to Temporally Order Medical Events in Clinical Text—0
Convolutional Interaction Network for Natural Language Inference—0
Learning to Transpile AMR into SPARQL—0
Learning to Transpile AMR into SPARQL—0
Learning Trajectory-Word Alignments for Video-Language Tasks—0
IIE-NLP-NUT at SemEval-2020 Task 4: Guiding PLM with Prompt Template Reconstruction Strategy for ComVE—0
Logical Consistency of Large Language Models in Fact-checking—0
Learning Verb Inference Rules from Linguistically-Motivated Evidence—0
Learning Visual Knowledge Memory Networks for Visual Question Answering—0
IIE-NLP-Eyas at SemEval-2021 Task 4: Enhancing PLM for ReCAM with Special Tokens, Re-Ranking, Siamese Encoders and Back Translation—0
3DLLM-Mem: Long-Term Spatial-Temporal Memory for Embodied 3D Large Language Model—0
Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision—0
Learning What to Remember: Long-term Episodic Memory Networks for Learning from Streaming Data—0
Learning When to Retrieve, What to Rewrite, and How to Respond in Conversational QA—0
Learning with Limited Data for Multilingual Reading Comprehension—0
Learning Word Embeddings for Low-Resource Languages by PU Learning—0
Learning Word Representations by Jointly Modeling Syntagmatic and Paradigmatic Relations—0
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs—0
ConvKN at SemEval-2016 Task 3: Answer and Question Selection for Question Answering on Arabic and English Fora—0
IHS-RD-Belarus at SemEval-2016 Task 1: Multistage Approach for Measuring Semantic Similarity—0
I Have Seen Enough: A Teacher Student Network for Video Classification Using Fewer Frames—0
Logical Inference on Dependency-based Compositional Semantics—0
Logic-in-Frames: Dynamic Keyframe Search via Visual Semantic-Logical Verification for Long Video Understanding—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