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 7201–7225 of 10817 papers

TitleStatusHype
An Empirical Study of Combing Multiple Models in Bengali Question Classification—0
KgPLM: Knowledge-guided Language Model Pre-training via Generative and Discriminative Learning—0
Order Matters: Exploring Order Sensitivity in Multimodal Large Language Models—0
KG-MTT-BERT: Knowledge Graph Enhanced BERT for Multi-Type Medical Text Classification—0
KGI: An Integrated Framework for Knowledge Intensive Language Tasks—0
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation—0
Decontextualization: Making Sentences Stand-Alone—0
Orthogonality of Syntax and Semantics within Distributional Spaces—0
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering—0
Decomposing Consumer Health Questions—0
OSU\_CHGCG at SemEval-2016 Task 9 : Chinese Semantic Dependency Parsing with Generalized Categorial Grammar—0
KGConv, a Conversational Corpus grounded in Wikidata—0
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings—0
Out of the Box: Reasoning with Graph Convolution Nets for Factual Visual Question Answering—0
Automatic Spanish Translation of SQuAD Dataset for Multi-lingual Question Answering—0
An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation—0
Overcoming Language Bias in Remote Sensing Visual Question Answering via Adversarial Training—0
Overcoming Language Priors for Visual Question Answering Based on Knowledge Distillation—0
Advancing Medical Imaging with Language Models: A Journey from N-grams to ChatGPT—0
KEYword based Sampling (KEYS) for Large Language Models—0
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains—0
Keyword-Aware Relative Spatio-Temporal Graph Networks for Video Question Answering—0
Overfitting at SemEval-2016 Task 3: Detecting Semantically Similar Questions in Community Question Answering Forums with Word Embeddings—0
Overinformative Question Answering by Humans and Machines—0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection—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