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 4551–4575 of 10817 papers

TitleStatusHype
Automatic Propbank Generation for Turkish—0
Automatic Prompt Selection for Large Language Models—0
An Empirical Comparison of Question Classification Methods for Question Answering Systems—0
Debating for Better Reasoning: An Unsupervised Multimodal Approach—0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings—0
Advancing Egocentric Video Question Answering with Multimodal Large Language Models—0
Answering Any-hop Open-domain Questions with Iterative Document Reranking—0
Automatic lexical semantic classification of nouns—0
DDRprog: A CLEVR Differentiable Dynamic Reasoning Programmer—0
Automatic Keyword Extraction on Twitter—0
An Empirical Comparison of LM-based Question and Answer Generation Methods—0
A Comparative and Experimental Study on Automatic Question Answering Systems and its Robustness against Word Jumbling—0
Inside ASCENT: Exploring a Deep Commonsense Knowledge Base and its Usage in Question Answering—0
Automatic Interpretation of the English Possessive—0
DC-BERT: Decoupling Question and Document for Efficient Contextual Encoding—0
An Empirical Assessment of Contemporary Online Media in Ad-Hoc Corpus Creation for Social Events—0
DBpedia Domains: augmenting DBpedia with domain information—0
DBpedia: A Multilingual Cross-domain Knowledge Base—0
Automatic Identifying Entity Type in Linked Data—0
ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks—0
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation—0
A Combined Pattern-based and Distributional Approach for Automatic Hypernym Detection in Dutch.—0
Dataset vs Reality: Understanding Model Performance from the Perspective of Information Need—0
Datasets for Multilingual Answer Sentence Selection—0
Inquire, Interact, and Integrate: A Proactive Agent Collaborative Framework for Zero-Shot Multimodal Medical Reasoning—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