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 59516000 of 10817 papers

TitleStatusHype
Transform-Retrieve-Generate: Natural Language-Centric Outside-Knowledge Visual Question Answering0
Towards General Purpose Vision Systems: An End-to-End Task-Agnostic Vision-Language Architecture0
Maintaining Reasoning Consistency in Compositional Visual Question AnsweringCode1
V-Doc: Visual Questions Answers With Documents0
Zero-shot Commonsense Question Answering with Cloze Translation and Consistency OptimizationCode0
OpenQA: Hybrid QA System Relying on Structured Knowledge Base as well as Non-structured Data0
What is Event Knowledge Graph: A Survey0
Does QA-based intermediate training help fine-tuning language models for text classification?0
The University of Texas at Dallas HLTRI's Participation in EPIC-QA: Searching for Entailed Questions Revealing Novel Answer Nuggets0
A Survey on non-English Question Answering Dataset0
Towards Personalized Answer Generation in E-Commerce via Multi-Perspective Preference ModelingCode0
Multi-Image Visual Question AnsweringCode0
"A Passage to India": Pre-trained Word Embeddings for Indian Languages0
Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?0
HeteroQA: Learning towards Question-and-Answering through Multiple Information Sources via Heterogeneous Graph ModelingCode0
Graph Collaborative Reasoning0
New Methods & Metrics for LFQA tasks0
ArT: All-round Thinker for Unsupervised Commonsense Question-AnsweringCode0
PerCQA: Persian Community Question Answering Dataset0
LaTr: Layout-Aware Transformer for Scene-Text VQACode1
Agent Smith: Teaching Question Answering to Jill Watson0
Comprehensive Visual Question Answering on Point Clouds through Compositional Scene ManipulationCode1
An Inference Approach To Question Answering Over Knowledge Graphs0
An ASP-based Approach to Answering Natural Language Questions for Texts0
ScanQA: 3D Question Answering for Spatial Scene UnderstandingCode1
MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and GroundingCode1
General Greedy De-bias LearningCode0
Task-Oriented Multi-User Semantic Communications0
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoningCode1
Cascading Adaptors to Leverage English Data to Improve Performance of Question Answering for Low-Resource LanguagesCode0
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey0
Understanding Attention for Vision-and-Language Tasks0
TASA: Twin Answer Sentences Attack for Adversarial Context Generation in Question Answering0
Reasoning Chain Based Adversarial Attack for Multi-hop Question Answering0
WebGPT: Browser-assisted question-answering with human feedbackCode1
Learning Rich Representation of Keyphrases from TextCode1
Models in the Loop: Aiding Crowdworkers with Generative Annotation Assistants0
Explanation as Question Answering based on Design Knowledge0
Evidentiality-guided Generation for Knowledge-Intensive NLP TasksCode1
Block-Skim: Efficient Question Answering for TransformerCode0
Simple Questions Generate Named Entity Recognition DatasetsCode1
Ditch the Gold Standard: Re-evaluating Conversational Question AnsweringCode1
QuALITY: Question Answering with Long Input Texts, Yes!Code1
Long Context Question Answering via Supervised Contrastive LearningCode0
DREAM: Improving Situational QA by First Elaborating the SituationCode1
Distilled Dual-Encoder Model for Vision-Language UnderstandingCode1
Unsupervised Matching of Data and TextCode0
Unsupervised Dense Information Retrieval with Contrastive LearningCode1
QAFactEval: Improved QA-Based Factual Consistency Evaluation for SummarizationCode1
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning0
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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