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 84518500 of 10817 papers

TitleStatusHype
Model Compression with Multi-Task Knowledge Distillation for Web-scale Question Answering System0
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text0
Repurposing Entailment for Multi-Hop Question Answering TasksCode0
ERNIE: Enhanced Representation through Knowledge IntegrationCode3
Unifying Question Answering, Text Classification, and Regression via Span Extraction0
Progressive Attention Memory Network for Movie Story Question Answering0
Headline Generation: Learning from Decomposable Document Titles0
Document Expansion by Query PredictionCode2
Question Guided Modular Routing Networks for Visual Question Answering0
Contextual Aware Joint Probability Model Towards Question Answering System0
Mitigating the Impact of Speech Recognition Errors on Spoken Question Answering by Adversarial Domain AdaptationCode1
Query Expansion for Cross-Language Question Re-Ranking0
Understanding the Behaviors of BERT in Ranking0
Data Augmentation for BERT Fine-Tuning in Open-Domain Question Answering0
Evaluating the Representational Hub of Language and Vision Models0
Factor Graph AttentionCode0
Advances in Natural Language Question Answering: A Review0
CNM: An Interpretable Complex-valued Network for MatchingCode0
BAG: Bi-directional Attention Entity Graph Convolutional Network for Multi-hop Reasoning Question AnsweringCode0
Quizbowl: The Case for Incremental Question AnsweringCode0
Multi-Target Embodied Question AnsweringCode0
Heterogeneous Memory Enhanced Multimodal Attention Model for Video Question AnsweringCode0
CODAH: An Adversarially Authored Question-Answer Dataset for Common SenseCode0
Revisiting EmbodiedQA: A Simple Baseline and Beyond0
Embodied Question Answering in Photorealistic Environments with Point Cloud Perception0
Actively Seeking and Learning from Live Data0
Extracting Factual Min/Max Age Information from Clinical Trial Studies0
Can You Explain That? Lucid Explanations Help Human-AI Collaborative Image Retrieval0
MMED: A Multi-domain and Multi-modality Event Dataset0
Guiding Extractive Summarization with Question-Answering RewardsCode0
Simple Question Answering with Subgraph Ranking and Joint-Scoring0
UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering0
Analysing Mathematical Reasoning Abilities of Neural ModelsCode0
Habitat: A Platform for Embodied AI ResearchCode2
Large Batch Optimization for Deep Learning: Training BERT in 76 minutesCode1
Unsupervised Abbreviation Disambiguation Contextual disambiguation using word embeddings0
Relation-Aware Graph Attention Network for Visual Question AnsweringCode0
A General FOFE-net Framework for Simple and Effective Question Answering over Knowledge Bases0
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
Simple Applications of BERT for Ad Hoc Document RetrievalCode0
Question Embeddings Based on Shannon Entropy: Solving intent classification task in goal-oriented dialogue systemCode0
Neural Program Planner for Structured Predictions0
Utilizing BERT for Aspect-Based Sentiment Analysis via Constructing Auxiliary SentenceCode0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering0
Question Answering via Web Extracted Tables and Pipelined Models0
Multi-agent query reformulation: Challenges and the role of diversity0
Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming DataCode0
Practical Semantic Parsing for Spoken Language Understanding0
Improving Skin Condition Classification with a Visual Symptom Checker Trained using Reinforcement Learning0
RAVEN: A Dataset for Relational and Analogical Visual rEasoNing0
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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