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 1451–1500 of 10817 papers

TitleStatusHype
Inductive Relation Prediction by Subgraph ReasoningCode1
DRESSing Up LLM: Efficient Stylized Question-Answering via Style Subspace EditingCode1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge GraphsCode1
Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge AlignmentCode1
Increasing Model Capacity for Free: A Simple Strategy for Parameter Efficient Fine-tuningCode1
Clues Before Answers: Generation-Enhanced Multiple-Choice QACode1
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge ReasoningCode1
DrugEHRQA: A Question Answering Dataset on Structured and Unstructured Electronic Health Records For Medicine Related QueriesCode1
ManyModalQA: Modality Disambiguation and QA over Diverse InputsCode1
Beyond End-to-End VLMs: Leveraging Intermediate Text Representations for Superior Flowchart UnderstandingCode1
MAPL: Parameter-Efficient Adaptation of Unimodal Pre-Trained Models for Vision-Language Few-Shot PromptingCode1
Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge GeneratorsCode1
An Empirical Study of Pre-trained Transformers for Arabic Information ExtractionCode1
Dual-Key Multimodal Backdoors for Visual Question AnsweringCode1
Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge BasesCode1
DUAL: Discrete Spoken Unit Adaptive Learning for Textless Spoken Question AnsweringCode1
CAT-ViL: Co-Attention Gated Vision-Language Embedding for Visual Question Localized-Answering in Robotic SurgeryCode1
Beyond Memorization: The Challenge of Random Memory Access in Language ModelsCode1
Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference OptimizationCode1
MA-RLHF: Reinforcement Learning from Human Feedback with Macro ActionsCode1
In Defense of Grid Features for Visual Question AnsweringCode1
Dynamic Language Binding in Relational Visual ReasoningCode1
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question AnsweringCode1
Dynamic Multimodal Evaluation with Flexible Complexity by Vision-Language BootstrappingCode1
InfiBench: Evaluating the Question-Answering Capabilities of Code Large Language ModelsCode1
EA^2E: Improving Consistency with Event Awareness for Document-Level Argument ExtractionCode1
DynaPipe: Optimizing Multi-task Training through Dynamic PipelinesCode1
INSCIT: Information-Seeking Conversations with Mixed-Initiative InteractionsCode1
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic ReasoningCode1
Improving Retrieval-Augmented Large Language Models via Data Importance LearningCode1
Clover: Towards A Unified Video-Language Alignment and Fusion ModelCode1
A Deep Generative Framework for Paraphrase GenerationCode1
Improving Pretrained Cross-Lingual Language Models via Self-Labeled Word AlignmentCode1
Improving Selective Visual Question Answering by Learning from Your PeersCode1
ECoRAG: Evidentiality-guided Compression for Long Context RAGCode1
Editing Factual Knowledge in Language ModelsCode1
CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question AnsweringCode1
Improving Multi-hop Knowledge Base Question Answering by Learning Intermediate Supervision SignalsCode1
Bias-Augmented Consistency Training Reduces Biased Reasoning in Chain-of-ThoughtCode1
Measuring Conversational Uptake: A Case Study on Student-Teacher InteractionsCode1
Effective Human-AI Teams via Learned Natural Language Rules and OnboardingCode1
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
CLIP-Guided Vision-Language Pre-training for Question Answering in 3D ScenesCode1
Bidirectional Attentive Memory Networks for Question Answering over Knowledge BasesCode1
Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global InferenceCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Big Bird: Transformers for Longer SequencesCode1
MedConceptsQA: Open Source Medical Concepts QA BenchmarkCode1
CL-ReLKT: Cross-lingual Language Knowledge Transfer for Multilingual Retrieval Question AnsweringCode1
Improving Passage Retrieval with Zero-Shot Question GenerationCode1
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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