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 41014150 of 10817 papers

TitleStatusHype
Grounded Graph Decoding Improves Compositional Generalization in Question AnsweringCode0
Aspect-based Sentiment Analysis in Question Answering ForumsCode0
Grounding Answers for Visual Questions Asked by Visually Impaired PeopleCode0
Ask Your Neurons: A Deep Learning Approach to Visual Question AnsweringCode0
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSesCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
12-in-1: Multi-Task Vision and Language Representation LearningCode0
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question AnsweringCode0
GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative ModelsCode0
Gotta: Generative Few-shot Question Answering by Prompt-based Cloze Data AugmentationCode0
Ask the Right Questions: Active Question Reformulation with Reinforcement LearningCode0
GeneQuery: A General QA-based Framework for Spatial Gene Expression Predictions from Histology ImagesCode0
Gendered Pronoun Resolution using BERT and an extractive question answering formulationCode0
COLD: Causal reasOning in cLosed Daily activitiesCode0
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise DetectionCode0
ColBERT Retrieval and Ensemble Response Scoring for Language Model Question AnsweringCode0
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and TasksCode0
GloVe: Global Vectors for Word RepresentationCode0
GlossGPT: GPT for Word Sense Disambiguation using Few-shot Chain-of-Thought PromptingCode0
Globally Normalized ReaderCode0
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable RepresentationsCode0
Cognitive Weave: Synthesizing Abstracted Knowledge with a Spatio-Temporal Resonance GraphCode0
Give me Some Hard Questions: Synthetic Data Generation for Clinical QACode0
Ask me in your own words: paraphrasing for multitask question answeringCode0
Cognitive Visual Commonsense Reasoning Using Dynamic Working MemoryCode0
Cognitive Graph for Multi-Hop Reading Comprehension at ScaleCode0
Gated Orthogonal Recurrent Units: On Learning to ForgetCode0
Gated End-to-End Memory NetworksCode0
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language ModelsCode0
GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question AnsweringCode0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
Gated Convolutional Bidirectional Attention-based Model for Off-topic Spoken Response DetectionCode0
Gated-Attention Readers for Text ComprehensionCode0
General Greedy De-bias LearningCode0
Ask Me Even More: Dynamic Memory Tensor Networks (Extended Model)Code0
Generative Question Refinement with Deep Reinforcement Learning in Retrieval-based QA SystemCode0
Game of Sketches: Deep Recurrent Models of Pictionary-style Word GuessingCode0
GenerationPrograms: Fine-grained Attribution with Executable ProgramsCode0
Generation with Dynamic VocabularyCode0
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to InterfacesCode0
Generative AI Enhanced Financial Risk Management Information RetrievalCode0
Generalizing Visual Question Answering from Synthetic to Human-Written Questions via a Chain of QA with a Large Language ModelCode0
FusionNet: Fusing via Fully-Aware Attention with Application to Machine ComprehensionCode0
CodeRepoQA: A Large-scale Benchmark for Software Engineering Question AnsweringCode0
Generating Context-Aware Natural Answers for Questions in 3D ScenesCode0
Generating Biomedical Question Answering Corpora from Q&A forumsCode0
Faithful Embeddings for Knowledge Base QueriesCode0
Improving Knowledge-aware Dialogue Generation via Knowledge Base Question AnsweringCode0
Knowledge Base Question Answering for Space Debris QueriesCode0
Fusing Bidirectional Chains of Thought and Reward Mechanisms A Method for Enhancing Question-Answering Capabilities of Large Language Models for Chinese Intangible Cultural Heritage0
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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