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 5276–5300 of 10817 papers

TitleStatusHype
Bridge Damage Cause Estimation Using Multiple Images Based on Visual Question Answering—0
Answering Science Exam Questions Using Query Reformulation with Background Knowledge—0
Embodied Scene Understanding for Vision Language Models via MetaVQA—0
Multi-LLM QA with Embodied Exploration—0
Embodied Question Answering in Photorealistic Environments with Point Cloud Perception—0
Answering Science Exam Questions Using Query Rewriting with Background Knowledge—0
Embodied Multimodal Multitask Learning—0
EmbodiedGPT: Vision-Language Pre-Training via Embodied Chain of Thought—0
Breaking Neural Network Scaling Laws with Modularity—0
Embedding NomLex-BR nominalizations into OpenWordnet-PT—0
Embedding Methods for Fine Grained Entity Type Classification—0
Bridging the Language Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs—0
Breaking Language Barriers: A Question Answering Dataset for Hindi and Marathi—0
Answering Questions Requiring Cross-passage Evidence—0
Acquiring Predicate Paraphrases from News Tweets—0
AAD-LLM: Neural Attention-Driven Auditory Scene Understanding—0
SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval—0
Embedding-based Retrieval with LLM for Effective Agriculture Information Extracting from Unstructured Data—0
Embedded Semantic Lexicon Induction with Joint Global and Local Optimization—0
Breaking Down Questions for Outside-Knowledge Visual Question Answering—0
Elvis vs. M. Jackson: Who has More Albums? Classification and Identification of Elements in Comparative Questions—0
Breaking Down Questions for Outside-Knowledge VQA—0
ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders—0
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images—0
ELiRF-UPV at SemEval-2018 Task 11: Machine Comprehension using Commonsense Knowledge—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