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 35513600 of 10817 papers

TitleStatusHype
Counterfactual Adversarial Learning with Representation InterpolationCode0
CounQER: A System for Discovering and Linking Count Information in Knowledge BasesCode0
Inferring Implicit Relations in Complex Questions with Language ModelsCode0
COSY: COunterfactual SYntax for Cross-Lingual UnderstandingCode0
Inducing Temporal Relations from Time Anchor AnnotationCode0
A Question-Centric Model for Visual Question Answering in Medical ImagingCode0
Indic-Transformers: An Analysis of Transformer Language Models for Indian LanguagesCode0
Identifying Query-Relevant Neurons in Large Language Models for Long-Form TextsCode0
COSMO: Conditional SEQ2SEQ-based Mixture Model for Zero-Shot Commonsense Question AnsweringCode0
Incremental and Iterative Learning of Answer Set Programs from Mutually Distinct ExamplesCode0
A Question-Entailment Approach to Question AnsweringCode0
Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QACode0
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval ModelsCode0
A Question-Focused Multi-Factor Attention Network for Question AnsweringCode0
CoSaTa: A Constraint Satisfaction Solver and Interpreted Language for Semi-Structured Tables of SentencesCode0
Attention-Based Bidirectional Long Short-Term Memory Networks for Relation ClassificationCode0
Correct after Answer: Enhancing Multi-Span Question Answering with Post-Processing MethodCode0
A Deep Relevance Matching Model for Ad-hoc RetrievalCode0
CAST: Cross-modal Alignment Similarity Test for Vision Language ModelsCode0
Incorporating Label Dependency for Answer Quality Tagging in Community Question Answering via CNN-LSTM-CRFCode0
QuASE: Question-Answer Driven Sentence EncodingCode0
In-Context Principle Learning from MistakesCode0
Improving the Robustness of Question Answering Systems to Question ParaphrasingCode0
SelfCite: Self-Supervised Alignment for Context Attribution in Large Language ModelsCode0
Improving Zero-shot Visual Question Answering via Large Language Models with Reasoning Question PromptsCode0
Incorporating brain-inspired mechanisms for multimodal learning in artificial intelligenceCode0
CATENA: CAusal and TEmporal relation extraction from NAtural language textsCode0
Expeditious Generation of Knowledge Graph EmbeddingsCode0
Incorporating Probing Signals into Multimodal Machine Translation via Visual Question-Answering PairsCode0
Improving Retrieval Augmented Open-Domain Question-Answering with Vectorized ContextsCode0
Attend What You Need: Motion-Appearance Synergistic Networks for Video Question AnsweringCode0
Improving Retrieval-Based Question Answering with Deep Inference ModelsCode0
Core Tokensets for Data-efficient Sequential Training of TransformersCode0
AttackSeqBench: Benchmarking Large Language Models' Understanding of Sequential Patterns in Cyber AttacksCode0
CORE-GPT: Combining Open Access research and large language models for credible, trustworthy question answeringCode0
Improving Question Answering Performance Using Knowledge Distillation and Active LearningCode0
Text-to-SQL Generation for Question Answering on Electronic Medical RecordsCode0
Improving Question Answering with External KnowledgeCode0
Improving the Cross-Lingual Generalisation in Visual Question AnsweringCode0
Semantic Parsing with Candidate Expressions for Knowledge Base Question AnsweringCode0
A Transition-based Algorithm for AMR ParsingCode0
Coreference Reasoning in Machine Reading ComprehensionCode0
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation FusionCode0
Explainable Multi-hop Question Generation: An End-to-End Approach without Intermediate Question LabelingCode0
Improving QA Generalization by Concurrent Modeling of Multiple BiasesCode0
CausalQA: A Benchmark for Causal Question AnsweringCode0
CoQA: A Conversational Question Answering ChallengeCode0
Causal Question Answering with Reinforcement LearningCode0
Copy-Move Forgery Detection and Question Answering for Remote Sensing ImageCode0
ATP: Directed Graph Embedding with Asymmetric Transitivity PreservationCode0
Show:102550
← PrevPage 72 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