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 6401–6450 of 10817 papers

TitleStatusHype
Embedding NomLex-BR nominalizations into OpenWordnet-PT—0
How Much Can CLIP Benefit Vision-and-Language Tasks?—0
Contextual LSTM (CLSTM) models for Large scale NLP tasks—0
MMQA: A Multi-domain Multi-lingual Question-Answering Framework for English and Hindi—0
Multi-Level Attention Networks for Visual Question Answering—0
Multi-hop Question Answering—0
A Multi-strategy Query Processing Approach for Biomedical Question Answering: USTB\_PRIR at BioASQ 2017 Task 5B—0
How good are Large Language Models on African Languages?—0
Multi-Layer Content Interaction Through Quaternion Product For Visual Question Answering—0
Multi-Level Explanations for Generative Language Models—0
How good are deep models in understanding the generated images?—0
How Generative-AI can be Effectively used in Government Chatbots—0
A Survey on Legal Question Answering Systems—0
MNet-Sim: A Multi-layered Semantic Similarity Network to Evaluate Sentence Similarity—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
A Multi-Stage Memory Augmented Neural Network for Machine Reading Comprehension—0
MoCA: Incorporating Multi-stage Domain Pretraining and Cross-guided Multimodal Attention for Textbook Question Answering—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
Modality Alignment between Deep Representations for Effective Video-and-Language Learning—0
Embodied Scene Understanding for Vision Language Models via MetaVQA—0
How do QA models combine knowledge from LM and 100 passages?—0
Modality-Inconsistent Continual Learning of Multimodal Large Language Models—0
Modality Shifting Attention Network for Multi-modal Video Question Answering—0
Model Agnostic Answer Reranking System for Adversarial Question Answering—0
Emerging Pixel Grounding in Large Multimodal Models Without Grounding Supervision—0
Model Card and Evaluations for Claude Models—0
Model Compression with Multi-Task Knowledge Distillation for Web-scale Question Answering System—0
Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System—0
How do Negation and Modality Impact on Opinions?—0
Contextualized Embeddings based Convolutional Neural Networks for Duplicate Question Identification—0
Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use—0
Modeling Context in Answer Sentence Selection Systems on a Latency Budget—0
A Survey on Large Language Models with some Insights on their Capabilities and Limitations—0
Modeling discourse cohesion for discourse parsing via memory network—0
Modeling Exemplification in Long-form Question Answering via Retrieval—0
Modeling Exemplification in Long-form Question Answering via Retrieval—0
Multi-Row, Multi-Span Distant Supervision For Table+Text Question—0
Modeling Large-Scale Structured Relationships with Shared Memory for Knowledge Base Completion—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Modeling Semantic Composition with Syntactic Hypergraph for Video Question Answering—0
Modeling Semantic Relations Expressed by Prepositions—0
Empirical Risk Minimization for Probabilistic Grammars: Sample Complexity and Hardness of Learning—0
Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding—0
Multi-level Gated Recurrent Neural Network for Dialog Act Classification—0
Modeling Task Effects in Human Reading with Neural Network-based Attention—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
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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