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 2101–2150 of 10817 papers

TitleStatusHype
Cooperative Self-training of Machine Reading ComprehensionCode1
CommonsenseQA: A Question Answering Challenge Targeting Commonsense KnowledgeCode1
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMsCode1
A Long Way to Go: Investigating Length Correlations in RLHFCode1
CorefQA: Coreference Resolution as Query-based Span PredictionCode1
CoRel: Seed-Guided Topical Taxonomy Construction by Concept Learning and Relation TransferringCode1
COSA: Concatenated Sample Pretrained Vision-Language Foundation ModelCode1
Match-Ignition: Plugging PageRank into Transformer for Long-form Text MatchingCode1
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-TrainingCode1
CompAct: Compressing Retrieved Documents Actively for Question AnsweringCode1
Look, Listen, and Answer: Overcoming Biases for Audio-Visual Question AnsweringCode1
CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-trainingCode1
LongT5: Efficient Text-To-Text Transformer for Long SequencesCode1
Consistency-preserving Visual Question Answering in Medical ImagingCode1
Counterfactual VQA: A Cause-Effect Look at Language BiasCode1
Counterfactual Variable Control for Robust and Interpretable Question AnsweringCode1
Measuring Association Between Labels and Free-Text RationalesCode1
Measuring Conversational Uptake: A Case Study on Student-Teacher InteractionsCode1
COVID-Twitter-BERT: A Natural Language Processing Model to Analyse COVID-19 Content on TwitterCode1
Ask to Know More: Generating Counterfactual Explanations for Fake ClaimsCode1
Consistency Regularization for Cross-Lingual Fine-TuningCode1
COVID-19 event extraction from Twitter via extractive question answering with continuous promptsCode1
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
CRAFT Your Dataset: Task-Specific Synthetic Dataset Generation Through Corpus Retrieval and AugmentationCode1
Connecting Vision and Language with Video Localized NarrativesCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
AmbigQA: Answering Ambiguous Open-domain QuestionsCode1
Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language ModelsCode1
Complex Knowledge Base Question Answering: A SurveyCode1
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning StepsCode1
A Memory Efficient Baseline for Open Domain Question AnsweringCode1
Cross-document Event Coreference Search: Task, Dataset and ModelingCode1
A Long Short-Term Memory for AI Applications in Spike-based Neuromorphic HardwareCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
LooGLE: Can Long-Context Language Models Understand Long Contexts?Code1
Complex Temporal Question Answering on Knowledge GraphsCode1
ComplexTempQA: A Large-Scale Dataset for Complex Temporal Question AnsweringCode1
A Dataset for Medical Instructional Video Classification and Question AnsweringCode1
Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding BridgeCode1
LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and LocatingCode1
Conformal Alignment: Knowing When to Trust Foundation Models with GuaranteesCode1
MedMax: Mixed-Modal Instruction Tuning for Training Biomedical AssistantsCode1
Conformal Language ModelingCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
Cross-modal Information Flow in Multimodal Large Language ModelsCode1
Cross-Modality Relevance for Reasoning on Language and VisionCode1
A Step Closer to Comprehensive Answers: Constrained Multi-Stage Question Decomposition with Large Language ModelsCode1
Compositional Exemplars for In-context LearningCode1
ConditionalQA: A Complex Reading Comprehension Dataset with Conditional AnswersCode1
Long Context vs. RAG for LLMs: An Evaluation and RevisitsCode1
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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