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 6801–6850 of 10817 papers

TitleStatusHype
Dependency Extraction for Knowledge-based Domain Classification—0
An Ensemble Approach to Question Classification: Integrating Electra Transformer, GloVe, and LSTM—0
KOSMOS-2.5: A Multimodal Literate Model—0
KOSAC: A Full-Fledged Korean Sentiment Analysis Corpus—0
Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges—0
Natural language processing for word sense disambiguation and information extraction—0
Dependency-Based Open Information Extraction—0
KorQuAD1.0: Korean QA Dataset for Machine Reading Comprehension—0
KorMedMCQA: Multi-Choice Question Answering Benchmark for Korean Healthcare Professional Licensing Examinations—0
Korean TimeBank Including Relative Temporal Information—0
A Zero-Shot Claim Detection Framework Using Question Answering—0
Natural Language Question Answering and Analytics for Diverse and Interlinked Datasets—0
An English-Portuguese parallel corpus of questions: translation guidelines and application in SMT—0
Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey—0
A Compare-Aggregate Model with Latent Clustering for Answer Selection—0
Kongzi: A Historical Large Language Model with Fact Enhancement—0
KoGNER: A Novel Framework for Knowledge Graph Distillation on Biomedical Named Entity Recognition—0
Natural Questions in Icelandic—0
A Zero-shot and Few-shot Study of Instruction-Finetuned Large Language Models Applied to Clinical and Biomedical Tasks—0
KodeXv0.1: A Family of State-of-the-Art Financial Large Language Models—0
KoBigBird-large: Transformation of Transformer for Korean Language Understanding—0
Dense but Efficient VideoQA for Intricate Compositional Reasoning—0
KoBBQ: Korean Bias Benchmark for Question Answering—0
Navigating Uncertainty: Optimizing API Dependency for Hallucination Reduction in Closed-Book Question Answering—0
NCU IISR English-Korean and English-Chinese Named Entity Transliteration Using Different Grapheme Segmentation Approaches—0
Koala: Key frame-conditioned long video-LLM—0
Axiomatic Preference Modeling for Longform Question Answering—0
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge—0
Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges—0
NeCo@ALQAC 2023: Legal Domain Knowledge Acquisition for Low-Resource Languages through Data Enrichment—0
AWS CORD-19 Search: A Neural Search Engine for COVID-19 Literature—0
Knowledge Transfer from Answer Ranking to Answer Generation—0
Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering—0
Knowledge Sharing via Social Login: Exploiting Microblogging Service for Warming up Social Question Answering Websites—0
Denoise while Aggregating: Collaborative Learning in Open-Domain Question Answering—0
Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability—0
An End-to-End Framework for Cold Question Routing in Community Question Answering Services—0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation—0
Knowledge Retrieval Based on Generative AI—0
Delving Deep into Extractive Question Answering Data—0
AVSS: Layer Importance Evaluation in Large Language Models via Activation Variance-Sparsity Analysis—0
Neural Abstractive Summarization with Structural Attention—0
Neural Approaches to Conversational AI—0
Knowledge Representation and Extraction at Scale—0
Neural Architectures for Open-Type Relation Argument Extraction—0
Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering—0
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules—0
Neural Attention Models for Sequence Classification: Analysis and Application to Key Term Extraction and Dialogue Act Detection—0
Knowledge Pyramid: A Novel Hierarchical Reasoning Structure for Generalized Knowledge Augmentation and Inference—0
Delusions of Large Language Models—0
Show:102550
← PrevPage 137 of 217Next →
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