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

Showing 17511800 of 10817 papers

TitleStatusHype
How Much Can CLIP Benefit Vision-and-Language Tasks?Code1
Graphhopper: Multi-Hop Scene Graph Reasoning for Visual Question AnsweringCode1
Zero-shot Visual Question Answering using Knowledge GraphCode1
PonderNet: Learning to PonderCode1
DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question AnsweringCode1
Benchmarking for Biomedical Natural Language Processing Tasks with a Domain Specific ALBERTCode1
A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic HardwareCode1
Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question AnsweringCode1
Training Adaptive Computation for Open-Domain Question Answering with Computational ConstraintsCode1
Ethics Sheets for AI TasksCode1
Reinforcement Learning for Abstractive Question Summarization with Question-aware Semantic RewardsCode1
AIT-QA: Question Answering Dataset over Complex Tables in the Airline IndustryCode1
Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question AnsweringCode1
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple SentencesCode1
RSTNet: Captioning With Adaptive Attention on Visual and Non-Visual WordsCode1
NExT-QA: Next Phase of Question-Answering to Explaining Temporal ActionsCode1
Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic TestingCode1
Predicting Human Scanpaths in Visual Question AnsweringCode1
SPBERT: An Efficient Pre-training BERT on SPARQL Queries for Question Answering over Knowledge GraphsCode1
LNN-EL: A Neuro-Symbolic Approach to Short-text Entity LinkingCode1
DocNLI: A Large-scale Dataset for Document-level Natural Language InferenceCode1
Modeling Worlds in TextCode1
Probing Image-Language Transformers for Verb UnderstandingCode1
Question Answering Infused Pre-training of General-Purpose Contextualized RepresentationsCode1
Consistency Regularization for Cross-Lingual Fine-TuningCode1
Thinking Like TransformersCode1
Evaluating Entity Disambiguation and the Role of Popularity in Retrieval-Based NLPCode1
BioELECTRA:Pretrained Biomedical text Encoder using DiscriminatorsCode1
Improving Pretrained Cross-Lingual Language Models via Self-Labeled Word AlignmentCode1
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question AnsweringCode1
CLTR: An End-to-End, Transformer-Based System for Cell Level Table Retrieval and Table Question AnsweringCode1
XtremeDistilTransformers: Task Transfer for Task-agnostic DistillationCode1
Disfl-QA: A Benchmark Dataset for Understanding Disfluencies in Question AnsweringCode1
VALUE: A Multi-Task Benchmark for Video-and-Language Understanding EvaluationCode1
Check It Again: Progressive Visual Question Answering via Visual EntailmentCode1
Narrative Question Answering with Cutting-Edge Open-Domain QA Techniques: A Comprehensive StudyCode1
Measuring Conversational Uptake: A Case Study on Student-Teacher InteractionsCode1
Question Answering Over Temporal Knowledge GraphsCode1
Can Generative Pre-trained Language Models Serve as Knowledge Bases for Closed-book QA?Code1
Syntax-augmented Multilingual BERT for Cross-lingual TransferCode1
Efficient Passage Retrieval with Hashing for Open-domain Question AnsweringCode1
Knowing More About Questions Can Help: Improving Calibration in Question AnsweringCode1
Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News TextCode1
SPARTQA: A Textual Question Answering Benchmark for Spatial ReasoningCode1
ConvoSumm: Conversation Summarization Benchmark and Improved Abstractive Summarization with Argument MiningCode1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy MinimizationCode1
A Semantic-based Method for Unsupervised Commonsense Question AnsweringCode1
GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical ReasoningCode1
SciFive: a text-to-text transformer model for biomedical literatureCode1
Show:102550
← PrevPage 36 of 217Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified