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 7101–7150 of 10817 papers

TitleStatusHype
Knowledge-based Conversational Search—0
Exploring the Robustness of Language Models for Tabular Question Answering via Attention Analysis—0
Knowledge Base Completion using Web-Based Question Answering and Multimodal Fusion—0
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets—0
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables—0
Knowledge-Aware Language Model Pretraining—0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions—0
On the Transferability of Minimal Prediction Preserving Inputs in Question Answering—0
Knowledge-Aware Iterative Retrieval for Multi-Agent Systems—0
On the Value of Out-of-Distribution Testing: An Example of Goodhart's Law—0
Knowledge-Aware Diverse Reranking for Cross-Source Question Answering—0
OntoLearn Reloaded: A Graph-Based Algorithm for Taxonomy Induction—0
Deep Contextualized Biomedical Abbreviation Expansion—0
Ontology-Aware RAG for Improved Question-Answering in Cybersecurity Education—0
AutoRev: Automatic Peer Review System for Academic Research Papers—0
Ontology-based question answering over corporate structured data—0
Ontology-Based Retrieval \& Neural Approaches for BioASQ Ideal Answer Generation—0
Knowledge-Augmented Language Models Interpreting Structured Chest X-Ray Findings—0
Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering—0
Knowledge as A Bridge: Improving Cross-domain Answer Selection with External Knowledge—0
Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs—0
OODTE: A Differential Testing Engine for the ONNX Optimizer—0
Knowledge AI: Fine-tuning NLP Models for Facilitating Scientific Knowledge Extraction and Understanding—0
Knowledge-Aided Open-Domain Question Answering—0
Knowledge Acquisition for Visual Question Answering via Iterative Querying—0
Deep Bayesian Natural Language Processing—0
Deep Bayesian Learning and Understanding—0
Advancing Multimodal Medical Capabilities of Gemini—0
KnowIT VQA: Answering Knowledge-Based Questions about Videos—0
Open-Domain Question Answering—0
Deep Bayesian Active Learning for Multiple Correct Outputs—0
Knowing Where to Look? Analysis on Attention of Visual Question Answering System—0
Generating and Evaluating Explanations of Attended and Error-Inducing Input Regions for VQA Models—0
Deep Attentive Sentence Ordering Network—0
AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework—0
Deep Attention Neural Tensor Network for Visual Question Answering—0
KnowGPT: Knowledge Graph based Prompting for Large Language Models—0
Know Better – A Clickbait Resolving Challenge—0
Deep Algorithmic Question Answering: Towards a Compositionally Hybrid AI for Algorithmic Reasoning—0
Auto-Parsing Network for Image Captioning and Visual Question Answering—0
KNIFE: Distilling Reasoning Knowledge From Free-Text Rationales—0
Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts—0
KLUE-CORE: A regression model of semantic textual similarity—0
Open-ended Commonsense Reasoning with Unrestricted Answer Scope—0
Dedicated Workflow Management for OKBQA Framework—0
Kitten: a tool for normalizing HTML and extracting its textual content—0
KIT's Offline Speech Translation and Instruction Following Submission for IWSLT 2025—0
Decoupled Transformer for Scalable Inference in Open-domain Question Answering—0
Open-Ended Visual Question Answering by Multi-Modal Domain Adaptation—0
KIT-Multi: A Translation-Oriented Multilingual Embedding Corpus—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