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 6401–6425 of 10817 papers

TitleStatusHype
Embedding NomLex-BR nominalizations into OpenWordnet-PT—0
How Generative-AI can be Effectively used in Government Chatbots—0
A Survey on Legal Question Answering Systems—0
How Far Can Off-the-Shelf Multimodal Large Language Models Go in Online Episodic Memory Question Answering?—0
Contextualized Query Embeddings for Conversational Search—0
MM-R^3: On (In-)Consistency of Multi-modal Large Language Models (MLLMs)—0
A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension—0
Addressing Hallucinations with RAG and NMISS in Italian Healthcare LLM Chatbots—0
Contextualized Knowledge-aware Attentive Neural Network: Enhancing Answer Selection with Knowledge—0
How do QA models combine knowledge from LM and 100 passages?—0
How do Negation and Modality Impact on Opinions?—0
Contextualized Embeddings based Convolutional Neural Networks for Duplicate Question Identification—0
A Survey on Large Language Models with some Insights on their Capabilities and Limitations—0
MNet-Sim: A Multi-layered Semantic Similarity Network to Evaluate Sentence Similarity—0
Multi-Domain Audio Question Answering Toward Acoustic Content Reasoning in The DCASE 2025 Challenge—0
Multi-Fact Correction in Abstractive Text Summarization—0
Embodied Question Answering in Photorealistic Environments with Point Cloud Perception—0
MoCA: Incorporating Multi-stage Domain Pretraining and Cross-guided Multimodal Attention for Textbook Question Answering—0
How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations—0
Contextualized Attention-based Knowledge Transfer for Spoken Conversational Question Answering—0
Modality Alignment between Deep Representations for Effective Video-and-Language Learning—0
Embodied Scene Understanding for Vision Language Models via MetaVQA—0
Contextual Evaluation of Large Language Models for Classifying Tropical and Infectious Diseases—0
Modality-Inconsistent Continual Learning of Multimodal Large Language Models—0
A Survey on Knowledge-Oriented Retrieval-Augmented 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