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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 8501–8525 of 10817 papers

TitleStatusHype
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
KLUE-CORE: A regression model of semantic textual similarity—0
KNIFE: Distilling Reasoning Knowledge From Free-Text Rationales—0
Know Better – A Clickbait Resolving Challenge—0
KnowGPT: Knowledge Graph based Prompting for Large Language Models—0
Generating and Evaluating Explanations of Attended and Error-Inducing Input Regions for VQA Models—0
Knowing Where to Look? Analysis on Attention of Visual Question Answering System—0
KnowIT VQA: Answering Knowledge-Based Questions about Videos—0
Knowledge Acquisition for Visual Question Answering via Iterative Querying—0
Knowledge-Aided Open-Domain Question Answering—0
Knowledge AI: Fine-tuning NLP Models for Facilitating Scientific Knowledge Extraction and Understanding—0
Knowledge as A Bridge: Improving Cross-domain Answer Selection with External Knowledge—0
Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering—0
Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings—0
Knowledge-Aware Diverse Reranking for Cross-Source Question Answering—0
Knowledge-Aware Iterative Retrieval for Multi-Agent Systems—0
Knowledge-Aware Language Model Pretraining—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
Knowledge Base Completion using Web-Based Question Answering and Multimodal Fusion—0
Knowledge-based Conversational Search—0
Knowledge-Based Counterfactual Queries for Visual Question Answering—0
Knowledge Based Machine Reading Comprehension—0
Knowledge-Based Question Answering as Machine Translation—0
Knowledge-Based Visual Question Answering in Videos—0
Show:102550
← PrevPage 341 of 433Next →
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