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 7051–7075 of 10817 papers

TitleStatusHype
One vs. Many QA Matching with both Word-level and Sentence-level Attention Network—0
On Generality and Knowledge Transferability in Cross-Domain Duplicate Question Detection for Heterogeneous Community Question Answering—0
On Generating Characteristic-rich Question Sets for QA Evaluation—0
On Incorporating Semantic Prior Knowlegde in Deep Learning Through Embedding-Space Constraints—0
On Incorporating Semantic Prior Knowledge in Deep Learning Through Embedding-Space Constraints—0
On Knowledge distillation from complex networks for response prediction—0
Online Continual Knowledge Learning for Language Models—0
An Empirical Study on Leveraging Scene Graphs for Visual Question Answering—0
On Making Reading Comprehension More Comprehensive—0
On Measuring Social Biases in Prompt-Based Learning—0
Advancing Question Answering on Handwritten Documents: A State-of-the-Art Recognition-Based Model for HW-SQuAD—0
On Mechanistic Circuits for Extractive Question-Answering—0
2nd Place Solution to the GQA Challenge 2019—0
Knowledge Based Machine Reading Comprehension—0
Knowledge-Based Counterfactual Queries for Visual Question Answering—0
Knowledge-based Conversational Search—0
Knowledge Base Completion using Web-Based Question Answering and Multimodal Fusion—0
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
On Significance of Subword tokenization for Low Resource and Efficient Named Entity Recognition: A case study in Marathi—0
Knowledge-Aware Language Model Pretraining—0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions—0
Knowledge-Aware Iterative Retrieval for Multi-Agent Systems—0
Knowledge-Aware Diverse Reranking for Cross-Source Question Answering—0
Deep Contextualized Biomedical Abbreviation Expansion—0
Show:102550
← PrevPage 283 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