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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 7626–7650 of 10817 papers

TitleStatusHype
Prompt Perturbation Consistency Learning for Robust Language Models—0
Compound Tokens: Channel Fusion for Vision-Language Representation Learning—0
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks—0
Prompt Sketching for Large Language Models—0
FaVChat: Unlocking Fine-Grained Facail Video Understanding with Multimodal Large Language Models—0
AstroLLaMA-Chat: Scaling AstroLLaMA with Conversational and Diverse Datasets—0
A Methodology for Creating Question Answering Corpora Using Inverse Data Annotation—0
QLSC: A Query Latent Semantic Calibrator for Robust Extractive Question Answering—0
FBK-HLT: An Application of Semantic Textual Similarity for Answer Selection in Community Question Answering—0
Propbank-Br: a Brazilian Treebank annotated with semantic role labels—0
Compounds and distributional thesauri—0
Proposal-free One-stage Referring Expression via Grid-Word Cross-Attention—0
Proposing Plausible Answers for Open-ended Visual Question Answering—0
Proposition Knowledge Graphs—0
PropTest: Automatic Property Testing for Improved Visual Programming—0
ProQA: Structural Prompt-based Pre-training for Unified Question Answering—0
Graphologue: Exploring Large Language Model Responses with Interactive Diagrams—0
ProSLM : A Prolog Synergized Language Model for explainable Domain Specific Knowledge Based Question Answering—0
Feature Engineering in Learning-to-Rank for Community Question Answering Task—0
ProSwitch: Knowledge-Guided Instruction Tuning to Switch Between Professional and Non-Professional Responses—0
Feature extraction and evaluation for BioMedical Question Answering—0
Graph Neural Networks in Vision-Language Image Understanding: A Survey—0
ASTRID -- An Automated and Scalable TRIaD for the Evaluation of RAG-based Clinical Question Answering Systems—0
Provenance: A Light-weight Fact-checker for Retrieval Augmented LLM Generation Output—0
Q-Heart: ECG Question Answering via Knowledge-Informed Multimodal LLMs—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