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

Showing 651700 of 10817 papers

TitleStatusHype
emrQA: A Large Corpus for Question Answering on Electronic Medical RecordsCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
Encoding and Controlling Global Semantics for Long-form Video Question AnsweringCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Emergence of Grounded Compositional Language in Multi-Agent PopulationsCode1
Empirical Study of Zero-Shot NER with ChatGPTCode1
Eliminating Position Bias of Language Models: A Mechanistic ApproachCode1
ELI5: Long Form Question AnsweringCode1
Embedding Recycling for Language ModelsCode1
Empower Entity Set Expansion via Language Model ProbingCode1
ELASTIC: Numerical Reasoning with Adaptive Symbolic CompilerCode1
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric KnowledgeCode1
ELECTRAMed: a new pre-trained language representation model for biomedical NLPCode1
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language ModelsCode1
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray ImagesCode1
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than GeneratorsCode1
Empowering Large Language Model for Continual Video Question Answering with Collaborative PromptingCode1
Enhancing Contextual Understanding in Large Language Models through Contrastive DecodingCode1
Evaluating Human-Language Model InteractionCode1
Extracting Definienda in Mathematical Scholarly Articles with TransformersCode1
EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language UnderstandingCode1
EgoTaskQA: Understanding Human Tasks in Egocentric VideosCode1
AIT-QA: Question Answering Dataset over Complex Tables in the Airline IndustryCode1
EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question AnsweringCode1
ActiView: Evaluating Active Perception Ability for Multimodal Large Language ModelsCode1
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
Efficient Passage Retrieval with Hashing for Open-domain Question AnsweringCode1
AIONER: All-in-one scheme-based biomedical named entity recognition using deep learningCode1
EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric VideosCode1
Effective Human-AI Teams via Learned Natural Language Rules and OnboardingCode1
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented GenerationCode1
Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based DecoderCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Editing Factual Knowledge in Language ModelsCode1
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
Structure-aware Domain Knowledge Injection for Large Language ModelsCode1
AI2-THOR: An Interactive 3D Environment for Visual AICode1
Answering Questions by Meta-Reasoning over Multiple Chains of ThoughtCode1
Educational Question Generation of Children Storybooks via Question Type Distribution Learning and Event-Centric SummarizationCode1
Efficiently Tuned Parameters are Task EmbeddingsCode1
EgoVLPv2: Egocentric Video-Language Pre-training with Fusion in the BackboneCode1
EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question AnsweringCode1
EasyTransfer -- A Simple and Scalable Deep Transfer Learning Platform for NLP ApplicationsCode1
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument ExtractionCode1
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument ExtractionCode1
EAGER: Asking and Answering Questions for Automatic Reward Shaping in Language-guided RLCode1
ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition BenchmarkCode1
Dynamic Relevance Graph Network for Knowledge-Aware Question AnsweringCode1
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language BootstrappingCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified