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 4751–4800 of 10817 papers

TitleStatusHype
ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPTCode2
STOA-VLP: Spatial-Temporal Modeling of Object and Action for Video-Language Pre-training—0
Few-shot Multimodal Multitask Multilingual Learning—0
Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERTCode1
Interpretable Medical Image Visual Question Answering via Multi-Modal Relationship Graph Learning—0
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language GenerationCode1
Bag of Tricks for Effective Language Model Pretraining and Downstream Adaptation: A Case Study on GLUE—0
Bridge Damage Cause Estimation Using Multiple Images Based on Visual Question Answering—0
Multimodal Federated Learning via Contrastive Representation EnsembleCode1
Towards Unifying Medical Vision-and-Language Pre-training via Soft PromptsCode1
Complex QA and language models hybrid architectures, Survey—0
Bridge the Gap between Language models and Tabular Understanding—0
Foundation Models for Natural Language Processing -- Pre-trained Language Models Integrating Media—0
Product Question Answering in E-Commerce: A Survey—0
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning?—0
Effects of Locality and Rule Language on Explanations for Knowledge Graph Embeddings—0
Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents—0
Using Artificial Intelligence to aid Scientific Discovery of Climate Tipping Points—0
STREET: A Multi-Task Structured Reasoning and Explanation Benchmark—0
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question AnsweringCode1
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Informing clinical assessment by contextualizing post-hoc explanations of risk prediction models in type-2 diabetes—0
Compositional Exemplars for In-context LearningCode1
Alloprof: a new French question-answer education dataset and its use in an information retrieval case studyCode0
ControversialQA: Exploring Controversy in Question Answering—0
Is Multimodal Vision Supervision Beneficial to Language?Code0
Realistic Conversational Question Answering with Answer Selection based on Calibrated Confidence and Uncertainty MeasurementCode0
A Biomedical Knowledge Graph for Biomarker Discovery in Cancer—0
Explanation Selection Using Unlabeled Data for Chain-of-Thought PromptingCode0
Robust Question Answering against Distribution Shifts with Test-Time Adaptation: An Empirical StudyCode0
ELBA: Learning by Asking for Embodied Visual Navigation and Task Completion—0
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots—0
Exploring the Benefits of Training Expert Language Models over Instruction TuningCode1
A Survey on Arabic Named Entity Recognition: Past, Recent Advances, and Future Trends—0
Efficient End-to-End Video Question Answering with Pyramidal Multimodal TransformerCode0
LaMPP: Language Models as Probabilistic Priors for Perception and ActionCode1
Bioformer: an efficient transformer language model for biomedical text miningCode1
LIQUID: A Framework for List Question Answering Dataset GenerationCode1
Language Quantized AutoEncoders: Towards Unsupervised Text-Image AlignmentCode1
Combining Deep Neural Reranking and Unsupervised Extraction for Multi-Query Focused Summarization—0
idT5: Indonesian Version of Multilingual T5 Transformer—0
Multimodality Representation Learning: A Survey on Evolution, Pretraining and Its ApplicationsCode1
CSAT‑FTCN: A Fuzzy‑Oriented Model with Contextual Self‑attention Network for Multimodal Emotion Recognition—0
Faithful Chain-of-Thought ReasoningCode0
PADL: Language-Directed Physics-Based Character ControlCode1
REPLUG: Retrieval-Augmented Black-Box Language ModelsCode3
Can an AI Win Ghana's National Science and Maths Quiz? An AI Grand Challenge for EducationCode1
HeroNet: A Hybrid Retrieval-Generation Network for Conversational BotsCode0
MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in SummarizationCode2
Semantic Parsing for Conversational Question Answering over Knowledge GraphsCode1
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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