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 8551–8600 of 10817 papers

TitleStatusHype
Knowledge Graph Question Answering for Materials Science (KGQA4MAT): Developing Natural Language Interface for Metal-Organic Frameworks Knowledge Graph (MOF-KG) Using LLM—0
Knowledge Graph Question Answering via SPARQL Silhouette Generation—0
Knowledge Graph Reasoning Based on Attention GCN—0
Knowledge Graphs and Knowledge Networks: The Story in Brief—0
Knowledge Graphs are all you need: Leveraging KGs in Physics Question Answering—0
Knowledge Graphs for Multilingual Language Translation and Generation—0
Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective—0
Knowledge Graphs Querying—0
Knowledge Graphs: The Future of Data Integration and Insightful Discovery—0
Knowledge Guided Named Entity Recognition for BioMedical Text—0
Knowledge Hierarchy Guided Biological-Medical Dataset Distillation for Domain LLM Training—0
KnowledgeHub: An end-to-end Tool for Assisted Scientific Discovery—0
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models—0
Knowledge Informed Semantic Parsing for Conversational Question Answering—0
Knowledge Models for Cancer Clinical Practice Guidelines : Construction, Management and Usage in Question Answering—0
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph—0
Knowledge Portability with Semantic Expansion of Ontology Labels—0
Knowledge Proxy Intervention for Deconfounded Video Question Answering—0
Knowledge Pyramid: A Novel Hierarchical Reasoning Structure for Generalized Knowledge Augmentation and Inference—0
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules—0
Knowledge Representation and Extraction at Scale—0
Knowledge Retrieval Based on Generative AI—0
Knowledge Sharing via Social Login: Exploiting Microblogging Service for Warming up Social Question Answering Websites—0
Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering—0
Knowledge Transfer from Answer Ranking to Answer Generation—0
Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges—0
Koala: Key frame-conditioned long video-LLM—0
KoBBQ: Korean Bias Benchmark for Question Answering—0
KoBigBird-large: Transformation of Transformer for Korean Language Understanding—0
KodeXv0.1: A Family of State-of-the-Art Financial Large Language Models—0
KoGNER: A Novel Framework for Knowledge Graph Distillation on Biomedical Named Entity Recognition—0
Kongzi: A Historical Large Language Model with Fact Enhancement—0
Korean TimeBank Including Relative Temporal Information—0
KorMedMCQA: Multi-Choice Question Answering Benchmark for Korean Healthcare Professional Licensing Examinations—0
KorQuAD1.0: Korean QA Dataset for Machine Reading Comprehension—0
KOSAC: A Full-Fledged Korean Sentiment Analysis Corpus—0
KOSMOS-2.5: A Multimodal Literate Model—0
KSAnswer: Question-answering System of Kangwon National University and Sogang University in the 2016 BioASQ Challenge—0
KSG: Knowledge and Skill Graph—0
KSHSeek: Data-Driven Approaches to Mitigating and Detecting Knowledge-Shortcut Hallucinations in Generative Models—0
KS-LLM: Knowledge Selection of Large Language Models with Evidence Document for Question Answering—0
KSR: A Semantic Representation of Knowledge Graph within a Novel Unsupervised Paradigm—0
K-SRL: Instance-based Learning for Semantic Role Labeling—0
KunLunBaizeRAG: Reinforcement Learning Driven Inference Performance Leap for Large Language Models—0
KV-Distill: Nearly Lossless Learnable Context Compression for LLMs—0
KVQA: Knowledge-Aware Visual Question Answering—0
Kwame: A Bilingual AI Teaching Assistant for Online SuaCode Courses—0
Kwame for Science: An AI Teaching Assistant Based on Sentence-BERT for Science Education in West Africa—0
LABDA at the 2016 BioASQ challenge task 4a: Semantic Indexing by using ElasticSearch—0
Label Dependent Deep Variational Paraphrase 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