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 5201–5225 of 10817 papers

TitleStatusHype
Improving Differentiable Neural Computers Through Memory Masking, De-allocation, and Link Distribution Sharpness Control—0
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering—0
KGI: An Integrated Framework for Knowledge Intensive Language Tasks—0
Large Scale Scene Text Verification with Guided Attention—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
KgPLM: Knowledge-guided Language Model Pre-training via Generative and Discriminative Learning—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
Improving Data Augmentation in Low-resource Question Answering with Active Learning in Multiple Stages—0
Improving Data Augmentation for Robust Visual Question Answering with Effective Curriculum Learning—0
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
Correction of Faulty Background Knowledge based on Condition Aware and Revise Transformer for Question Answering—0
Improving Cross-Modal Understanding in Visual Dialog via Contrastive Learning—0
Improving Cross-lingual Representation for Semantic Retrieval with Code-switching—0
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation—0
Analyzing and Characterizing User Intent in Information-seeking Conversations—0
Accurate Supervised and Semi-Supervised Machine Reading for Long Documents—0
KIT's Offline Speech Translation and Instruction Following Submission for IWSLT 2025—0
Kitten: a tool for normalizing HTML and extracting its textual content—0
Dedicated Workflow Management for OKBQA Framework—0
Large Search Model: Redefining Search Stack in the Era of LLMs—0
KLUE-CORE: A regression model of semantic textual similarity—0
KNIFE: Distilling Reasoning Knowledge From Free-Text Rationales—0
Corpus-Driven Thematic Hierarchy Induction—0
KnowGPT: Knowledge Graph based Prompting for Large Language Models—0
Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization—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