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 2151–2200 of 10817 papers

TitleStatusHype
ManyModalQA: Modality Disambiguation and QA over Diverse InputsCode1
Many Heads but One Brain: Fusion Brain -- a Competition and a Single Multimodal Multitask ArchitectureCode1
Data Mining in Clinical Trial Text: Transformers for Classification and Question Answering TasksCode1
Map-based Modular Approach for Zero-shot Embodied Question AnsweringCode1
Compositional Semantic Parsing on Semi-Structured TablesCode1
MapQA: A Dataset for Question Answering on Choropleth MapsCode1
MLEC-QA: A Chinese Multi-Choice Biomedical Question Answering DatasetCode1
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge AlignmentCode1
Making Retrieval-Augmented Language Models Robust to Irrelevant ContextCode1
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language ModelsCode1
Context Awareness Gate For Retrieval Augmented GenerationCode1
Making Neural QA as Simple as Possible but not SimplerCode1
MangaVQA and MangaLMM: A Benchmark and Specialized Model for Multimodal Manga UnderstandingCode1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy MinimizationCode1
Declaration-based Prompt Tuning for Visual Question AnsweringCode1
MarkQA: A large scale KBQA dataset with numerical reasoningCode1
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate HallucinationsCode1
Decoupled Seg Tokens Make Stronger Reasoning Video Segmenter and GrounderCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMsCode1
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning StepsCode1
Deep Learning Based Text Classification: A Comprehensive ReviewCode1
MMXU: A Multi-Modal and Multi-X-ray Understanding Dataset for Disease ProgressionCode1
Deep Multimodal Neural Architecture SearchCode1
Learning Video Context as Interleaved Multimodal SequencesCode1
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-TrainingCode1
DeFormer: Decomposing Pre-trained Transformers for Faster Question AnsweringCode1
ComQA:Compositional Question Answering via Hierarchical Graph Neural NetworksCode1
Maintaining Reasoning Consistency in Compositional Visual Question AnsweringCode1
ConceptBert: Concept-Aware Representation for Visual Question AnsweringCode1
DELIFT: Data Efficient Language model Instruction Fine TuningCode1
Consistency-preserving Visual Question Answering in Medical ImagingCode1
Conceptual 12M: Pushing Web-Scale Image-Text Pre-Training To Recognize Long-Tail Visual ConceptsCode1
A Dataset of Information-Seeking Questions and Answers Anchored in Research PapersCode1
Consistency Regularization for Cross-Lingual Fine-TuningCode1
Controllable Generation from Pre-trained Language Models via Inverse PromptingCode1
ConditionalQA: A Complex Reading Comprehension Dataset with Conditional AnswersCode1
Dense-Caption Matching and Frame-Selection Gating for Temporal Localization in VideoQACode1
Densely Connected Attention Propagation for Reading ComprehensionCode1
Dense Hierarchical Retrieval for Open-Domain Question AnsweringCode1
Code-Style In-Context Learning for Knowledge-Based Question AnsweringCode1
Conformal Language ModelingCode1
Context-Aware Answer Extraction in Question AnsweringCode1
Enhancing Vision-Language Pre-Training with Jointly Learned Questioner and Dense CaptionerCode1
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question AnsweringCode1
Connecting Vision and Language with Video Localized NarrativesCode1
Designing a Minimal Retrieve-and-Read System for Open-Domain Question AnsweringCode1
Make Pre-trained Model Reversible: From Parameter to Memory Efficient Fine-TuningCode1
Detecting Hate Speech in Multi-modal MemesCode1
MA-RLHF: Reinforcement Learning from Human Feedback with Macro ActionsCode1
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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