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 7626–7650 of 10817 papers

TitleStatusHype
I've got the "Answer"! Interpretation of LLMs Hidden States in Question Answering—0
DaNetQA: a yes/no Question Answering Dataset for the Russian Language—0
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from Related Example Banks—0
Prompt Sketching for Large Language Models—0
It was the training data pruning too!—0
It Takes Two to Tango: Towards Theory of AI's Mind—0
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and Measurements of Performance—0
Damage Assessment after Natural Disasters with UAVs: Semantic Feature Extraction using Deep Learning—0
Automatically Extracting Procedural Knowledge from Instructional Texts using Natural Language Processing—0
An Efficient Active Learning Framework for New Relation Types—0
It Takes Three to Tango: Triangulation Approach to Answer Ranking in Community Question Answering—0
Proposal-free One-stage Referring Expression via Grid-Word Cross-Attention—0
Proposing Plausible Answers for Open-ended Visual Question Answering—0
It's High Time: A Survey of Temporal Information Retrieval and Question Answering—0
PropTest: Automatic Property Testing for Improved Visual Programming—0
ProQA: Structural Prompt-based Pre-training for Unified Question Answering—0
It's About Time: Incorporating Temporality in Retrieval Augmented Language Models—0
ITNLP-AiKF at SemEval-2016 Task 3 a quesiton answering system using community QA repository—0
DAHRS: Divergence-Aware Hallucination-Remediated SRL Projection—0
ProSwitch: Knowledge-Guided Instruction Tuning to Switch Between Professional and Non-Professional Responses—0
Automatically Developing a Fine-grained Arabic Named Entity Corpus and Gazetteer by utilizing Wikipedia—0
It is AI’s Turn to Ask Humans a Question: Question-Answer Pair Generation for Children’s Story Books—0
It is AI’s Turn to Ask Human a Question: Question and Answer Pair Generation for Children Storybooks in FairytaleQA Dataset—0
Provenance: A Light-weight Fact-checker for Retrieval Augmented LLM Generation Output—0
DAFE: LLM-Based Evaluation Through Dynamic Arbitration for Free-Form Question-Answering—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