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 6626–6650 of 10817 papers

TitleStatusHype
Multilingual Supervision of Semantic Annotation—0
HiQA: A Hierarchical Contextual Augmentation RAG for Multi-Documents QA—0
Multilingual Transfer Learning for QA Using Translation as Data Augmentation—0
Multilingual Universal Sentence Encoder for Semantic Retrieval—0
Multilingual WSD-like Constraints for Paraphrase Extraction—0
Context-guided Triple Matching for Multiple Choice Question Answering—0
MultiMed: Massively Multimodal and Multitask Medical Understanding—0
Multimodal Adaptive Distillation for Leveraging Unimodal Encoders for Vision-Language Tasks—0
A Multimodal Memes Classification: A Survey and Open Research Issues—0
Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models—0
HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights—0
Context Generation Improves Open Domain Question Answering—0
Multimodal Commonsense Knowledge Distillation for Visual Question Answering—0
A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention—0
Multimodal Continuous Visual Attention Mechanisms—0
Multimodal Datasets and Benchmarks for Reasoning about Dynamic Spatio-Temporality in Everyday Environments—0
Multimodal DBN for Predicting High-Quality Answers in cQA portals—0
Hint-enhanced In-Context Learning wakes Large Language Models up for knowledge-intensive tasks—0
Multimodal Dialogue State Tracking By QA Approach with Data Augmentation—0
Context Filtering with Reward Modeling in Question Answering—0
Multimodal Dual Attention Memory for Video Story Question Answering—0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering—0
Hindi Question Generation Using Dependency Structures—0
Enhancing Multi-Image Question Answering via Submodular Subset Selection—0
Hi, how can I help you?: Automating enterprise IT support help desks—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