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 7251–7300 of 10817 papers

TitleStatusHype
FIBER: Fill-in-the-Blanks as a Challenging Video Understanding Evaluation FrameworkCode0
TransWiC at SemEval-2021 Task 2: Transformer-based Multilingual and Cross-lingual Word-in-Context Disambiguation—0
UPB at SemEval-2021 Task 8: Extracting Semantic Information on Measurements as Multi-Turn Question Answering—0
PQA: Perceptual Question AnsweringCode0
How Transferable are Reasoning Patterns in VQA?—0
Video Question Answering with Phrases via Semantic Roles—0
A Question-answering Based Framework for Relation Extraction Validation—0
Multimodal Continuous Visual Attention Mechanisms—0
Distantly Supervised Transformers For E-Commerce Product QA—0
Paired Examples as Indirect Supervision in Latent Decision Models—0
Compressing Visual-linguistic Model via Knowledge Distillation—0
ASPER: Attention-based Approach to Extract Syntactic Patterns denoting Semantic Relations in Sentential Context—0
Type Prediction Systems—0
Exploring Neural Language Models via Analysis of Local and Global Self-Attention SpacesCode0
UC2: Universal Cross-lingual Cross-modal Vision-and-Language Pre-training—0
A View From the Crowd: Evaluation Challenges for Time-Offset Interaction Applications—0
Knowledge Base Question Answering through Recursive Hypergraphs—0
Keep Learning: Self-supervised Meta-learning for Learning from Inference—0
`Just because you are right, doesn't mean I am wrong': Overcoming a bottleneck in development and evaluation of Open-Ended VQA tasks—0
CUPID: Adaptive Curation of Pre-training Data for Video-and-Language Representation Learning—0
Integrating Subgraph-aware Relation and DirectionReasoning for Question Answering—0
Retrieval, Re-ranking and Multi-task Learning for Knowledge-Base Question Answering—0
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification—0
Complex Question Answering on knowledge graphs using machine translation and multi-task learning—0
Analysis on Image Set Visual Question Answering—0
AGQA: A Benchmark for Compositional Spatio-Temporal Reasoning—0
Domain-robust VQA with diverse datasets and methods but no target labels—0
'Just because you are right, doesn't mean I am wrong': Overcoming a Bottleneck in the Development and Evaluation of Open-Ended Visual Question Answering (VQA) TasksCode0
InsertGNN: Can Graph Neural Networks Outperform Humans in TOEFL Sentence Insertion Problem?—0
You Can Do Better! If You Elaborate the Reason When Making Prediction—0
Generating and Evaluating Explanations of Attended and Error-Inducing Input Regions for VQA Models—0
Visual Grounding Strategies for Text-Only Natural Language Processing—0
Fabula Entropy Indexing: Objective Measures of Story Coherence—0
Complex Factoid Question Answering with a Free-Text Knowledge Graph—0
Open Domain Question Answering over Tables via Dense Retrieval—0
Mitigating False-Negative Contexts in Multi-document Question Answering with Retrieval MarginalizationCode0
How to Design Sample and Computationally Efficient VQA Models—0
Complementary Evidence Identification in Open-Domain Question Answering—0
Self-Supervised Test-Time Learning for Reading Comprehension—0
Attention-based model for predicting question relatedness on Stack Overflow—0
A Comprehensive Survey of Scene Graphs: Generation and Application—0
Towards Few-Shot Fact-Checking via Perplexity—0
SILT: Efficient transformer training for inter-lingual inferenceCode0
Automatic Generation of Contrast Sets from Scene Graphs: Probing the Compositional Consistency of GQACode0
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
A Multilingual African Embedding for FAQ Chatbots—0
Context Transformer with Stacked Pointer Networks for Conversational Question Answering over Knowledge GraphsCode0
ParaQA: A Question Answering Dataset with Paraphrase Responses for Single-Turn ConversationCode0
Characterizing Misclassifications of Deep NLP Models—0
Conversational Answer Generation and Factuality for Reading Comprehension Question-Answering—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