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

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Showing 6401–6450 of 10817 papers

TitleStatusHype
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
Improving Numerical Reasoning Skills in the Modular Approach for Complex Question Answering on Text—0
Improved RAMEN: Towards Domain Generalization for Visual Question AnsweringCode0
General-Purpose Question-Answering with MacawCode1
Transformer Models for Text Coherence AssessmentCode1
Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering—0
FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text modelsCode1
Weakly Supervised Relative Spatial Reasoning for Visual Question AnsweringCode0
Finetuned Language Models Are Zero-Shot LearnersCode3
Learning Neural Models for Natural Language Processing in the Face of Distributional ShiftCode1
Contextualized Embeddings based Convolutional Neural Networks for Duplicate Question Identification—0
Challenges in Generalization in Open Domain Question AnsweringCode0
Evaluating Recognizing Question Entailment Methods for a Portuguese Community Question-Answering System about Diabetes Mellitus—0
BERT-PersNER: A New Model for Persian Named Entity Recognition—0
Towards Task-Agnostic Privacy- and Utility-Preserving Models—0
Relying on Discourse Analysis to Answer Complex Questions by Neural Machine Reading Comprehension—0
Decoupled Transformer for Scalable Inference in Open-domain Question Answering—0
Towards the Application of Calibrated Transformers to the Unsupervised Estimation of Question Difficulty from Text—0
FinQA: A Dataset of Numerical Reasoning over Financial DataCode1
WebQA: Multihop and Multimodal QACode1
Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs—0
Effectiveness of Deep Networks in NLP using BiDAF as an example architecture—0
Unsupervised Open-Domain Question Answering—0
When Retriever-Reader Meets Scenario-Based Multiple-Choice QuestionsCode0
Contrastive Domain Adaptation for Question Answering using Limited Text CorporaCode1
On the Multilingual Capabilities of Very Large-Scale English Language ModelsCode0
Generating Answer Candidates for Quizzes and Answer-Aware Question Generators—0
On the Significance of Question Encoder Sequence Model in the Out-of-Distribution Performance in Visual Question Answering—0
QACE: Asking Questions to Evaluate an Image CaptionCode0
Dealing with Typos for BERT-based Passage Retrieval and RankingCode1
Query-Focused Extractive Summarisation for Finding Ideal Answers to Biomedical and COVID-19 QuestionsCode0
Multilingual Multi-Aspect Explainability Analyses on Machine Reading Comprehension ModelsCode0
Semantic-Based Self-Critical Training For Question GenerationCode1
SimVLM: Simple Visual Language Model Pretraining with Weak SupervisionCode1
Auto-Parsing Network for Image Captioning and Visual Question Answering—0
Using BERT Encoding and Sentence-Level Language Model for Sentence Ordering—0
Sequence-to-Sequence Learning on Keywords for Efficient FAQ Retrieval—0
EKTVQA: Generalized use of External Knowledge to empower Scene Text in Text-VQA—0
UzBERT: pretraining a BERT model for Uzbek—0
Localize, Group, and Select: Boosting Text-VQA by Scene Text Modeling—0
SMedBERT: A Knowledge-Enhanced Pre-trained Language Model with Structured Semantics for Medical Text MiningCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
UNIQORN: Unified Question Answering over RDF Knowledge Graphs and Natural Language TextCode1
MeDiaQA: A Question Answering Dataset on Medical Dialogues—0
The Multi-Modal Video Reasoning and Analyzing Competition—0
X-modaler: A Versatile and High-performance Codebase for Cross-modal AnalyticsCode1
QAConv: Question Answering on Informative Conversations—0
VALSE: A Task-Independent Benchmark for Vision and Language Models centered on Linguistic Phenomena—0
Fact-Tree Reasoning for N-ary Question Answering over Knowledge Graphs—0
0.8% Nyquist computational ghost imaging via non-experimental deep learning—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