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 6351–6400 of 10817 papers

TitleStatusHype
Neural Unification for Logic Reasoning over Natural LanguageCode1
Task-adaptive Pre-training of Language Models with Word Embedding Regularization—0
Language Models as a Knowledge Source for Cognitive Agents—0
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question AnsweringCode1
Simple Entity-Centric Questions Challenge Dense RetrieversCode1
Deep Algorithmic Question Answering: Towards a Compositionally Hybrid AI for Algorithmic Reasoning—0
Phrase Retrieval Learns Passage Retrieval, TooCode1
Improving Unsupervised Question Answering via Summarization-Informed Question Generation—0
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
Can Edge Probing Tasks Reveal Linguistic Knowledge in QA Models?—0
Transformer-based Language Models for Factoid Question Answering at BioASQ9bCode0
Topic Transferable Table Question AnsweringCode0
Will this Question be Answered? Question Filtering via Answer Model Distillation for Efficient Question Answering—0
Adaptive Information Seeking for Open-Domain Question AnsweringCode1
End-to-end argumentation knowledge graph construction—0
AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce—0
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with IntersectionCode0
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs—0
xGQA: Cross-Lingual Visual Question AnsweringCode1
Discovering the Unknown Knowns: Turning Implicit Knowledge in the Dataset into Explicit Training Examples for Visual Question AnsweringCode0
Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA FrameworkCode1
Semantic Categorization of Social Knowledge for Commonsense Question AnsweringCode0
What's in a Name? Answer Equivalence For Open-Domain Question AnsweringCode0
Entity-Based Knowledge Conflicts in Question AnsweringCode1
Refocusing on Relevance: Personalization in NLG—0
ReasonBERT: Pre-trained to Reason with Distant SupervisionCode1
Block Pruning For Faster TransformersCode1
Temporal Pyramid Transformer with Multimodal Interaction for Video Question AnsweringCode1
Zero-Shot Dialogue State Tracking via Cross-Task TransferCode1
Towards Developing a Multilingual and Code-Mixed Visual Question Answering System by Knowledge Distillation—0
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQACode1
Counterfactual Adversarial Learning with Representation InterpolationCode0
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of ExplanationCode0
ARMAN: Pre-training with Semantically Selecting and Reordering of Sentences for Persian Abstractive SummarizationCode1
Enhanced Speaker-aware Multi-party Multi-turn Dialogue Comprehension—0
TxT: Crossmodal End-to-End Learning with Transformers—0
MATE: Multi-view Attention for Table Transformer Efficiency—0
KELM: Knowledge Enhanced Pre-Trained Language Representations with Message Passing on Hierarchical Relational GraphsCode1
Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question AnsweringCode1
TruthfulQA: Measuring How Models Mimic Human FalsehoodsCode1
Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge BaseCode1
R2-D2: A Modular Baseline for Open-Domain Question AnsweringCode1
ArchivalQA: A Large-scale Benchmark Dataset for Open Domain Question Answering over Historical News Collections—0
Self-supervised Contrastive Cross-Modality Representation Learning for Spoken Question Answering—0
Self- and Pseudo-self-supervised Prediction of Speaker and Key-utterance for Multi-party Dialogue Reading ComprehensionCode1
It is AI's Turn to Ask Humans a Question: Question-Answer Pair Generation for Children's Story BooksCode1
Cross-Policy Compliance Detection via Question Answering—0
Exploiting Reasoning Chains for Multi-hop Science Question AnsweringCode0
Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge TransferCode0
Knowledge Graph Question Answering via SPARQL Silhouette Generation—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