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 7051–7100 of 10817 papers

TitleStatusHype
QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension—0
Thought Flow Nets: From Single Predictions to Trains of Model Thought—0
Hybrid Autoregressive Inference for Scalable Multi-hop Explanation RegenerationCode0
X-GGM: Graph Generative Modeling for Out-of-Distribution Generalization in Visual Question AnsweringCode0
The Effectiveness of Intermediate-Task Training for Code-Switched Natural Language Understanding—0
CogME: A Cognition-Inspired Multi-Dimensional Evaluation Metric for Story Understanding—0
Bridging the Gap between Language Model and Reading Comprehension: Unsupervised MRC via Self-Supervision—0
A Discriminative Semantic Ranker for Question Retrieval—0
Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan—0
Exploiting Rich Syntax for Better Knowledge Base Question Answering—0
A Survey of Knowledge Graph Embedding and Their Applications—0
Human Attention during Goal-directed Reading Comprehension Relies on Task OptimizationCode0
Applications of knowledge graphs for food science and industry—0
Answer Complex Questions: Path Ranker Is All You NeedCode0
Similar Cases Recommendation using Legal Knowledge GraphsCode0
An Initial Investigation of Non-Native Spoken Question-Answering—0
Joint Models for Answer Verification in Question Answering Systems—0
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review—0
MuVAM: A Multi-View Attention-based Model for Medical Visual Question Answering—0
Robustifying Multi-hop QA through Pseudo-Evidentiality Training—0
MedGPT: Medical Concept Prediction from Clinical Narratives—0
Question Answering over Knowledge Graphs with Neural Machine Translation and Entity Linking—0
A Knowledge-based Approach for Answering Complex Questions in Persian—0
NOTE: Solution for KDD-CUP 2021 WikiKG90M-LSC—0
Coarse-to-Careful: Seeking Semantic-related Knowledge for Open-domain Commonsense Question Answering—0
Cognitive Visual Commonsense Reasoning Using Dynamic Working MemoryCode0
How to make qubits speak—0
A Practical 2-step Approach to Assist Enterprise Question-Answering Live Chat—0
Cross-Lingual Named Entity Recognition via FastAlign: a Case Study—0
Zero-Shot Estimation of Base Models' Weights in Ensemble of Machine Reading Comprehension Systems for Robust Generalization—0
Revisiting the Primacy of English in Zero-shot Cross-lingual Transfer—0
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs—0
Overview of BioASQ 2020: The eighth BioASQ challenge on Large-Scale Biomedical Semantic Indexing and Question Answering—0
Overview of BioASQ 2021: The ninth BioASQ challenge on Large-Scale Biomedical Semantic Indexing and Question Answering—0
PeCoQ: A Dataset for Persian Complex Question Answering over Knowledge Graph—0
A Picture May Be Worth a Hundred Words for Visual Question Answering—0
Multimodal Few-Shot Learning with Frozen Language Models—0
ParaLaw Nets -- Cross-lingual Sentence-level Pretraining for Legal Text Processing—0
Probing Inter-modality: Visual Parsing with Self-Attention for Vision-Language Pre-training—0
iReason: Multimodal Commonsense Reasoning using Videos and Natural Language with Interpretability—0
Hierarchical Object-oriented Spatio-Temporal Reasoning for Video Question Answering—0
VOGUE: Answer Verbalization through Multi-Task LearningCode0
OKGIT: Open Knowledge Graph Link Prediction with Implicit TypesCode0
PALRACE: Reading Comprehension Dataset with Human Data and Labeled Rationales—0
Fine-tune the Entire RAG Architecture (including DPR retriever) for Question-AnsweringCode0
A Joint Training Framework for Open-World Knowledge Graph Embeddings—0
KaggleDBQA: Realistic Evaluation of Text-to-SQL ParsersCode0
Open Temporal Relation Extraction for Question Answering—0
VQA-Aid: Visual Question Answering for Post-Disaster Damage Assessment and Analysis—0
Attend What You Need: Motion-Appearance Synergistic Networks for Video Question AnsweringCode0
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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