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 6001–6050 of 10817 papers

TitleStatusHype
Two-Turn Debate Doesn't Help Humans Answer Hard Reading Comprehension Questions—0
Image Semantic Relation Generation—0
QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive AdaptationCode0
Aligning MAGMA by Few-Shot Learning and Finetuning—0
Entity-Focused Dense Passage Retrieval for Outside-Knowledge Visual Question Answering—0
CAVE: Correcting Attribute Values in E-commerce ProfilesCode0
ReasonChainQA: Text-based Complex Question Answering with Explainable Evidence Chains—0
Adversarial and Safely Scaled Question Generation—0
Plug-and-Play VQA: Zero-shot VQA by Conjoining Large Pretrained Models with Zero TrainingCode0
Answer ranking in Community Question Answering: a deep learning approach—0
Can Language Representation Models Think in Bets?—0
"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of FeasibilityCode0
ConEntail: An Entailment-based Framework for Universal Zero and Few Shot Classification with Supervised Contrastive PretrainingCode0
TweetNERD -- End to End Entity Linking Benchmark for TweetsCode0
Closed-book Question Generation via Contrastive LearningCode0
Overview of BioASQ 2022: The tenth BioASQ challenge on Large-Scale Biomedical Semantic Indexing and Question Answering—0
Towards End-to-End Open Conversational Machine ReadingCode0
Shortcomings of Question Answering Based Factuality Frameworks for Error LocalizationCode0
Benchmarking Long-tail Generalization with Likelihood SplitsCode0
SODAPOP: Open-Ended Discovery of Social Biases in Social Commonsense Reasoning ModelsCode0
Challenges in Explanation Quality Evaluation—0
CIKQA: Learning Commonsense Inference with a Unified Knowledge-in-the-loop QA Paradigm—0
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs—0
Are Sample-Efficient NLP Models More Robust?—0
Relational Graph Convolutional Neural Networks for Multihop Reasoning: A Comparative Study—0
Question Answering Over Biological Knowledge Graph via Amazon Alexa—0
Probing Commonsense Knowledge in Pre-trained Language Models with Sense-level Precision and Expanded VocabularyCode0
Improving Question Answering with Generation of NQ-like Questions—0
Context Generation Improves Open Domain Question Answering—0
Capturing Global Structural Information in Long Document Question Answering with Compressive Graph Selector NetworkCode0
Decoupled Context Processing for Context Augmented Language Modeling—0
CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking—0
How Well Do Multi-hop Reading Comprehension Models Understand Date Information?Code0
Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing—0
Contrastive Video-Language Learning with Fine-grained Frame Sampling—0
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs—0
Understanding and Improving Zero-shot Multi-hop Reasoning in Generative Question Answering—0
MAMO: Masked Multimodal Modeling for Fine-Grained Vision-Language Representation Learning—0
Contrastive Representation Learning for Conversational Question Answering over Knowledge GraphsCode0
Enhanced vectors for top-k document retrieval in Question Answering—0
KG-MTT-BERT: Knowledge Graph Enhanced BERT for Multi-Type Medical Text Classification—0
Generative Language Models for Paragraph-Level Question Generation—0
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text—0
Just ClozE! A Novel Framework for Evaluating the Factual Consistency Faster in Abstractive SummarizationCode0
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering—0
APGKT: Exploiting Associative Path on Skills Graph for Knowledge Tracing—0
Emotion Twenty Questions Dialog System for Lexical Emotional IntelligenceCode0
Locate before Answering: Answer Guided Question Localization for Video Question Answering—0
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model—0
Transformer-based Subject Entity Detection in Wikipedia Listings—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