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
AMR Parsing with an Incremental Joint Model—0
HAIR: Hierarchical Visual-Semantic Relational Reasoning for Video Question Answering—0
Order Matters: Exploring Order Sensitivity in Multimodal Large Language Models—0
LLM-aided explanations of EDA synthesis errors—0
A Study on Multimodal and Interactive Explanations for Visual Question Answering—0
ORION: A Holistic End-to-End Autonomous Driving Framework by Vision-Language Instructed Action Generation—0
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks—0
Orthogonality of Syntax and Semantics within Distributional Spaces—0
Patience is all you need! An agentic system for performing scientific literature review—0
Orthogonality regularizer for question answering—0
OSU\_CHGCG at SemEval-2016 Task 9 : Chinese Semantic Dependency Parsing with Generalized Categorial Grammar—0
Connecting Language and Vision to Actions—0
Explanation as Question Answering based on a Task Model of the Agent's Design—0
Out of the Box: Reasoning with Graph Convolution Nets for Factual Visual Question Answering—0
Hadamard product in deep learning: Introduction, Advances and Challenges—0
AMRITA\_CEN@SemEval-2015: Paraphrase Detection for Twitter using Unsupervised Feature Learning with Recursive Autoencoders—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
PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answering—0
Architecture for a Trustworthy Quantum Chatbot—0
GW\_QA at SemEval-2017 Task 3: Question Answer Re-ranking on Arabic Fora—0
Overcoming the vanishing gradient problem in plain recurrent networks—0
A Study on Expert Sourcing Enterprise Question Collection and Classification—0
Overinformative Question Answering by Humans and Machines—0
Accelerating Real-Time Question Answering via Question Generation—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