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 601650 of 10817 papers

TitleStatusHype
Empowering Large Language Model for Continual Video Question Answering with Collaborative PromptingCode1
Benchmarking Multimodal Mathematical Reasoning with Explicit Visual DependencyCode1
Enhanced Language Representation with Label Knowledge for Span ExtractionCode1
Embedding Recycling for Language ModelsCode1
Emergence of Grounded Compositional Language in Multi-Agent PopulationsCode1
ELI5: Long Form Question AnsweringCode1
ELECTRA: Pre-training Text Encoders as Discriminators Rather Than GeneratorsCode1
Eliminating Position Bias of Language Models: A Mechanistic ApproachCode1
Empirical Study of Zero-Shot NER with ChatGPTCode1
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray ImagesCode1
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation ExtractorsCode1
ELASTIC: Numerical Reasoning with Adaptive Symbolic CompilerCode1
Latent Retrieval for Weakly Supervised Open Domain Question AnsweringCode1
EHRNoteQA: An LLM Benchmark for Real-World Clinical Practice Using Discharge SummariesCode1
ELECTRAMed: a new pre-trained language representation model for biomedical NLPCode1
Empower Entity Set Expansion via Language Model ProbingCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Ethics Sheets for AI TasksCode1
EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language UnderstandingCode1
Efficient Passage Retrieval with Hashing for Open-domain Question AnsweringCode1
EgoTaskQA: Understanding Human Tasks in Egocentric VideosCode1
Efficiently Tuned Parameters are Task EmbeddingsCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Effective Human-AI Teams via Learned Natural Language Rules and OnboardingCode1
Abg-CoQA: Clarifying Ambiguity in Conversational Question AnsweringCode1
Efficient and Reproducible Biomedical Question Answering using Retrieval Augmented GenerationCode1
EgoTextVQA: Towards Egocentric Scene-Text Aware Video Question AnsweringCode1
Editing Factual Knowledge in Language ModelsCode1
Structure-aware Domain Knowledge Injection for Large Language ModelsCode1
ECG-QA: A Comprehensive Question Answering Dataset Combined With ElectrocardiogramCode1
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
Educational Question Generation of Children Storybooks via Question Type Distribution Learning and Event-Centric SummarizationCode1
EasyTransfer -- A Simple and Scalable Deep Transfer Learning Platform for NLP ApplicationsCode1
An Optimal Algorithm for Finding Champions in Tournament GraphsCode1
EarthVQA: Towards Queryable Earth via Relational Reasoning-Based Remote Sensing Visual Question AnsweringCode1
ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition BenchmarkCode1
EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric VideosCode1
ALaRM: Align Language Models via Hierarchical Rewards ModelingCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
DynaPipe: Optimizing Multi-task Training through Dynamic PipelinesCode1
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language BootstrappingCode1
Dynamic Language Binding in Relational Visual ReasoningCode1
Dynamic Relevance Graph Network for Knowledge-Aware Question AnsweringCode1
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument ExtractionCode1
DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question AnsweringCode1
DyGKT: Dynamic Graph Learning for Knowledge TracingCode1
AlanaVLM: A Multimodal Embodied AI Foundation Model for Egocentric Video UnderstandingCode1
DUAL: Discrete Spoken Unit Adaptive Learning for Textless Spoken Question AnsweringCode1
Dynamically Fused Graph Network for Multi-hop ReasoningCode1
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument ExtractionCode1
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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