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 7851–7900 of 10817 papers

TitleStatusHype
Generating Responses that Reflect Meta Information in User-Generated Question Answer Pairs—0
TED-Q: TED Talks and the Questions they Evoke—0
Question Rewriting for Conversational Question Answering—0
Exploring Contextualized Neural Language Models for Temporal Dependency ParsingCode0
Robust Question Answering Through Sub-part Alignment—0
RikiNet: Reading Wikipedia Pages for Natural Question Answering—0
Context based Text-generation using LSTM networks—0
Pragmatic Issue-Sensitive Image CaptioningCode0
Exploiting Structured Knowledge in Text via Graph-Guided Representation Learning—0
Efficient Document Re-Ranking for Transformers by Precomputing Term RepresentationsCode0
The Effect of Natural Distribution Shift on Question Answering Models—0
A Supervised Word Alignment Method based on Cross-Language Span Prediction using Multilingual BERT—0
A Novel Attention-based Aggregation Function to Combine Vision and Language—0
Challenge Closed-book Science Exam: A Meta-learning Based Question Answering System—0
Beyond 512 Tokens: Siamese Multi-depth Transformer-based Hierarchical Encoder for Long-Form Document MatchingCode0
GLUECoS : An Evaluation Benchmark for Code-Switched NLP—0
A Heterogeneous Graph with Factual, Temporal and Logical Knowledge for Question Answering Over Dynamic Contexts—0
MCQA: Multimodal Co-attention Based Network for Question Answering—0
Question Answering over Curated and Open Web Sources—0
Event-QA: A Dataset for Event-Centric Question Answering over Knowledge Graphs—0
MoVie: Revisiting Modulated Convolutions for Visual Counting and BeyondCode0
Cross-lingual Information Retrieval with BERTCode0
Visual Question Answering Using Semantic Information from Image Descriptions—0
TCNN: Triple Convolutional Neural Network Models for Retrieval-based Question Answering System in E-commerce—0
Neural Abstractive Summarization with Structural Attention—0
Leveraging Personal Navigation Assistant Systems Using Automated Social Media Traffic Reporting—0
Word Embedding-based Text Processing for Comprehensive Summarization and Distinct Information Extraction—0
Fine-tuning Multi-hop Question Answering with Hierarchical Graph Network—0
Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision—0
Gated Convolutional Bidirectional Attention-based Model for Off-topic Spoken Response DetectionCode0
Knowledge-Based Visual Question Answering in Videos—0
A Methodology for Creating Question Answering Corpora Using Inverse Data Annotation—0
Learning Structured Embeddings of Knowledge Graphs with Adversarial Learning Framework—0
A Simple Yet Strong Pipeline for HotpotQA—0
An Entropy Clustering Approach for Assessing Visual Question DifficultyCode0
Exploring The Spatial Reasoning Ability of Neural Models in Human IQ Tests—0
Rephrasing visual questions by specifying the entropy of the answer distribution—0
More Bang for Your Buck: Natural Perturbation for Robust Question Answering—0
Calibrating Structured Output Predictors for Natural Language Processing—0
A Multilingual Study of Multi-Sentence Compression using Word Vertex-Labeled Graphs and Integer Linear Programming—0
Understanding Knowledge Gaps in Visual Question Answering: Implications for Gap Identification and Testing—0
Knowledge Fusion and Semantic Knowledge Ranking for Open Domain Question Answering—0
Automated Utterance Generation—0
Is Graph Structure Necessary for Multi-hop Question Answering?—0
Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QACode0
Improving the Robustness of QA Models to Challenge Sets with Variational Question-Answer Pair GenerationCode0
Faithful Embeddings for Knowledge Base QueriesCode0
Query Focused Multi-Document Summarization with Distant Supervision—0
Enhancing Review Comprehension with Domain-Specific Commonsense—0
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited DevicesCode0
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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