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 7351–7375 of 10817 papers

TitleStatusHype
Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous SpaceCode0
CAPTION: Correction by Analyses, POS-Tagging and Interpretation of Objects using only Nouns—0
MultiCQA: Zero-Shot Transfer of Self-Supervised Text Matching Models on a Massive ScaleCode1
LUKE: Deep Contextualized Entity Representations with Entity-aware Self-attentionCode1
Autoregressive Entity RetrievalCode1
Mongolian Questions Classification Based on Mulit-Head Attention—0
基于多头注意力和BiLSTM改进DAM模型的中文问答匹配方法(Chinese question answering method based on multi-head attention and BiLSTM improved DAM model)—0
Combining Impression Feature Representation for Multi-turn Conversational Question Answering—0
How State-Of-The-Art Models Can Deal With Long-Form Question Answering—0
ARES: A Reading Comprehension Ensembling Service—0
CoSaTa: A Constraint Satisfaction Solver and Interpreted Language for Semi-Structured Tables of SentencesCode0
A Technical Question Answering System with Transfer LearningCode0
Beyond The Text: Analysis of Privacy Statements through Syntactic and Semantic Role Labeling—0
LiveQA: A Question Answering Dataset over Sports LiveCode0
ISAAQ -- Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention—0
Interpreting Graph Neural Networks for NLP With Differentiable Edge MaskingCode1
Towards Question-Answering as an Automatic Metric for Evaluating the Content Quality of a SummaryCode1
Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks—0
Case-Based Abductive Natural Language Inference—0
Bridging Information-Seeking Human Gaze and Machine Reading Comprehension—0
A Vietnamese Dataset for Evaluating Machine Reading Comprehension—0
Graph-based Heuristic Search for Module Selection Procedure in Neural Module Network—0
Spatial Attention as an Interface for Image Captioning Models—0
Neural Retrieval for Question Answering with Cross-Attention Supervised Data Augmentation—0
MaP: A Matrix-based Prediction Approach to Improve Span Extraction in Machine Reading Comprehension—0
Show:102550
← PrevPage 295 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