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 6151–6200 of 10817 papers

TitleStatusHype
Knowledge Graph Curation: A Practical Framework—0
ILLUME: Rationalizing Vision-Language Models through Human InteractionsCode0
Steps to Knowledge Graphs Quality Assessment—0
Continuous Active Learning Using Pretrained Transformers—0
An Answer Verbalization Dataset for Conversational Question Answerings over Knowledge Graphs—0
ForecastTKGQuestions: A Benchmark for Temporal Question Answering and Forecasting over Temporal Knowledge GraphsCode0
Aesthetic Visual Question Answering of Photographs—0
Unsupervised Question Clarity Prediction Through Retrieved Item Coherency—0
Is this Change the Answer to that Problem? Correlating Descriptions of Bug and Code Changes for Evaluating Patch CorrectnessCode0
Low-Resource Dense Retrieval for Open-Domain Question Answering: A Comprehensive Survey—0
Simplifying Sparse Expert Recommendation by Revisiting Graph Diffusion—0
Active entailment encoding for explanation tree construction using parsimonious generation of hard negatives—0
Video Question Answering with Iterative Video-Text Co-Tokenization—0
Neural Knowledge Bank for Pretrained Transformers—0
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology—0
Face-to-Face Contrastive Learning for Social Intelligence Question-Answering—0
Sequence to sequence pretraining for a less-resourced Slovenian languageCode0
Uncertainty-based Visual Question Answering: Estimating Semantic Inconsistency between Image and Knowledge Base—0
Towards Complex Document Understanding By Discrete Reasoning—0
WinoGAViL: Gamified Association Benchmark to Challenge Vision-and-Language ModelsCode0
Is GPT-3 all you need for Visual Question Answering in Cultural Heritage?—0
Visual Perturbation-aware Collaborative Learning for Overcoming the Language Prior Problem—0
Semantic-aware Modular Capsule Routing for Visual Question Answering—0
Step by step: a hierarchical framework for multi-hop knowledge graph reasoning with reinforcement learningCode0
On the Usability of Transformers-based models for a French Question-Answering task—0
PiC: A Phrase-in-Context Dataset for Phrase Understanding and Semantic SearchCode0
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods—0
3D Concept Grounding on Neural Fields—0
Effective Few-Shot Named Entity Linking by Meta-LearningCode0
A Novel DeBERTa-based Model for Financial Question Answering Task—0
A Survey on Table Question Answering: Recent Advances—0
Crake: Causal-Enhanced Table-Filler for Question Answering over Large Scale Knowledge BaseCode0
Active Learning and Multi-label Classification for Ellipsis and Coreference Detection in Conversational Question-Answering—0
OVQA: A Clinically Generated Visual Question Answering Dataset—0
BioTABQA: Instruction Learning for Biomedical Table Question Answering—0
Knowing Earlier what Right Means to You: A Comprehensive VQA Dataset for Grounding Relative Directions via Multi-Task LearningCode0
Ask Me What You Need: Product Retrieval using Knowledge from GPT-3—0
Vision-and-Language PretrainingCode0
MIA 2022 Shared Task Submission: Leveraging Entity Representations, Dense-Sparse Hybrids, and Fusion-in-Decoder for Cross-Lingual Question Answering—0
Cross-Lingual QA as a Stepping Stone for Monolingual Open QA in Icelandic—0
Topic Community Based Temporal Expertise for Question Routing—0
PReGAN: Answer Oriented Passage Ranking with Weakly Supervised GAN—0
Discourse-Aware Graph Networks for Textual Logical Reasoning—0
MIA 2022 Shared Task: Evaluating Cross-lingual Open-Retrieval Question Answering for 16 Diverse Languages—0
Rationale-Augmented Ensembles in Language Models—0
ANEC: An Amharic Named Entity Corpus and Transformer Based Recognizer—0
Contrastive Cross-Modal Knowledge Sharing Pre-training for Vision-Language Representation Learning and Retrieval—0
A Sequence Modelling Approach to Question Answering in Text-Based Games—0
Multi-Hop Open-Domain Question Answering over Structured and Unstructured Knowledge—0
VGNMN: Video-grounded Neural Module Networks for Video-Grounded Dialogue Systems—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