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 7101–7125 of 10817 papers

TitleStatusHype
Evidence-Enhanced Triplet Generation Framework for Hallucination Alleviation in Generative Question Answering—0
Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis—0
Consecutive Question Generation with Multitask Joint Reranking and Dynamic Rationale Search—0
A Multi-Agent Framework for Mitigating Dialect Biases in Privacy Policy Question-Answering Systems—0
EvidenceMap: Learning Evidence Analysis to Unleash the Power of Small Language Models for Biomedical Question Answering—0
Hallucination-minimized Data-to-answer Framework for Financial Decision-makers—0
On the Temporal Question-Answering Capabilities of Large Language Models Over Anonymized Data—0
On the Transferability of Minimal Prediction Preserving Inputs in Question Answering—0
Hallucination Detection: Robustly Discerning Reliable Answers in Large Language Models—0
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law—0
ConQuest: Contextual Question Paraphrasing through Answer-Aware Synthetic Question Generation—0
OntoLearn Reloaded: A Graph-Based Algorithm for Taxonomy Induction—0
Ontologically Grounded Multi-sense Representation Learning for Semantic Vector Space Models—0
Ontology-Aware RAG for Improved Question-Answering in Cybersecurity Education—0
Ontology-based and User-focused Automatic Text Summarization (OATS): Using COVID-19 Risk Factors as an Example—0
Ontology-based question answering over corporate structured data—0
Ontology-Based Retrieval \& Neural Approaches for BioASQ Ideal Answer Generation—0
EvolveSearch: An Iterative Self-Evolving Search Agent—0
OWLViz: An Open-World Benchmark for Visual Question Answering—0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification—0
P\'agico: Evaluating Wikipedia-based information retrieval in Portuguese—0
OODTE: A Differential Testing Engine for the ONNX Optimizer—0
EVQAScore: Efficient Video Question Answering Data Evaluation—0
Hallucination Detection in LLMs via Topological Divergence on Attention Graphs—0
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning—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