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 2351–2375 of 10817 papers

TitleStatusHype
CLEVRER-Humans: Describing Physical and Causal Events the Human Way—0
Align, Mask and Select: A Simple Method for Incorporating Commonsense Knowledge into Language Representation Models—0
Distilling an End-to-End Voice Assistant Without Instruction Training Data—0
Distilling Salient Reviews with Zero Labels—0
Distraction-free Embeddings for Robust VQA—0
A Search for Prompts: Generating Structured Answers from Contracts—0
CLEAR: Contrastive Learning for Sentence Representation—0
AsdKB: A Chinese Knowledge Base for the Early Screening and Diagnosis of Autism Spectrum Disorder—0
Adapting Pre-trained Generative Models for Extractive Question Answering—0
Distantly Supervised Transformers For E-Commerce Product QA—0
A scoping review on multimodal deep learning in biomedical images and texts—0
CL-CrossVQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering—0
Aligning Verb Senses in Two Italian Lexical Semantic Resources—0
Clause-based Discourse Segmentation of Arabic Texts—0
Claude 3.5 Sonnet Model Card Addendum—0
ASBERT: Siamese and Triplet network embedding for open question answering—0
Adapting LLMs to Hebrew: Unveiling DictaLM 2.0 with Enhanced Vocabulary and Instruction Capabilities—0
Class-Imbalanced-Aware Adaptive Dataset Distillation for Scalable Pretrained Model on Credit Scoring—0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths—0
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges—0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths—0
Classifying Questions in Question Answering System Using Finite State Machines with a Simple Learning Approach—0
Aligning Text, Images, and 3D Structure Token-by-Token—0
Classifying Inconsistencies in DBpedia Language Specific Chapters—0
Classifier Combination Approach for Question Classification for Bengali Question Answering System—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