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 5551–5575 of 10817 papers

TitleStatusHype
NS3: Neuro-Symbolic Semantic Code SearchCode0
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models—0
Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection—0
Transition-based Semantic Role Labeling with Pointer NetworksCode0
Down and Across: Introducing Crossword-Solving as a New NLP BenchmarkCode0
Sentences as connection paths: A neural language architecture of sentence structure in the brain—0
Table Retrieval May Not Necessitate Table-specific Model DesignCode1
Automated Crossword SolvingCode1
Modeling Exemplification in Long-form Question Answering via Retrieval—0
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges—0
Evaluation of Transfer Learning for Polish with a Text-to-Text Model—0
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval—0
Entailment Tree Explanations via Iterative Retrieval-Generation ReasonerCode1
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Dialog Inpainting: Turning Documents into DialogsCode1
Gender and Racial Bias in Visual Question Answering Datasets—0
Trustworthy Graph Neural Networks: Aspects, Methods and Trends—0
A Neuro-Symbolic ASP Pipeline for Visual Question AnsweringCode0
Heroes, Villains, and Victims, and GPT-3: Automated Extraction of Character Roles Without Training Data—0
Harnessing Multilingual Resources to Question Answering in Arabic—0
Miutsu: NTU's TaskBot for the Alexa Prize—0
Not to Overfit or Underfit the Source Domains? An Empirical Study of Domain Generalization in Question Answering—0
Near-Negative Distinction: Giving a Second Life to Human Evaluation DatasetsCode0
Modeling Semantic Composition with Syntactic Hypergraph for Video Question Answering—0
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research?Code1
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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