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 4051–4100 of 10817 papers

TitleStatusHype
AmazonQA: A Review-Based Question Answering TaskCode0
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of ExplanationCode0
HALLUCINOGEN: A Benchmark for Evaluating Object Hallucination in Large Visual-Language ModelsCode0
Weakly Supervised Relative Spatial Reasoning for Visual Question AnsweringCode0
Comparative Study of Machine Learning Models and BERT on SQuADCode0
Guiding Vision-Language Model Selection for Visual Question-Answering Across Tasks, Domains, and Knowledge TypesCode0
GW-MoE: Resolving Uncertainty in MoE Router with Global Workspace TheoryCode0
GUIDEQ: Framework for Guided Questioning for progressive informational collection and classificationCode0
A mathematical model for universal semanticsCode0
Guiding Extractive Summarization with Question-Answering RewardsCode0
GYM at Qur’an QA 2023 Shared Task: Multi-Task Transfer Learning for Quranic Passage Retrieval and Question Answering with Large Language ModelsCode0
A Mathematical Framework, a Taxonomy of Modeling Paradigms, and a Suite of Learning Techniques for Neural-Symbolic SystemsCode0
Faithful Embeddings for Knowledge Base QueriesCode0
Compact Trilinear Interaction for Visual Question AnsweringCode0
HALO: Hallucination Analysis and Learning Optimization to Empower LLMs with Retrieval-Augmented Context for Guided Clinical Decision MakingCode0
HeySQuAD: A Spoken Question Answering DatasetCode0
CommVQA: Situating Visual Question Answering in Communicative ContextsCode0
Community Question Answering Entity Linking via Leveraging Auxiliary DataCode0
Commonsense Properties from Query Logs and Question Answering ForumsCode0
Commonsense Knowledge Mining from Term DefinitionsCode0
A Dataset for Spatiotemporal-Sensitive POI Question AnsweringCode0
GraphextQA: A Benchmark for Evaluating Graph-Enhanced Large Language ModelsCode0
Commonsense for Generative Multi-Hop Question Answering TasksCode0
Common-Knowledge Concept Recognition for SEVACode0
CommonGen: A Constrained Text Generation Challenge for Generative Commonsense ReasoningCode0
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question AnsweringCode0
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and TasksCode0
Grounded Graph Decoding Improves Compositional Generalization in Question AnsweringCode0
ASQA: Factoid Questions Meet Long-Form AnswersCode0
Alloprof: a new French question-answer education dataset and its use in an information retrieval case studyCode0
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation ExtractionCode0
Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context LearningCode0
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise DetectionCode0
Gotta: Generative Few-shot Question Answering by Prompt-based Cloze Data AugmentationCode0
GradBias: Unveiling Word Influence on Bias in Text-to-Image Generative ModelsCode0
Fully Automated Fact Checking Using External SourcesCode0
GloVe: Global Vectors for Word RepresentationCode0
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable RepresentationsCode0
A Case Study of Cross-Lingual Zero-Shot Generalization for Classical Languages in LLMsCode0
CODAH: An Adversarially-Authored Question Answering Dataset for Common SenseCode0
Ask Me Anything: Dynamic Memory Networks for Natural Language ProcessingCode0
Why do These Match? Explaining the Behavior of Image Similarity ModelsCode0
GlossGPT: GPT for Word Sense Disambiguation using Few-shot Chain-of-Thought PromptingCode0
Give me Some Hard Questions: Synthetic Data Generation for Clinical QACode0
Globally Normalized ReaderCode0
GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge GraphsCode0
Aspect-based Sentiment Analysis in Question Answering ForumsCode0
GenKI: Enhancing Open-Domain Question Answering with Knowledge Integration and Controllable Generation in Large Language ModelsCode0
Ask Your Neurons: A Deep Learning Approach to Visual Question AnsweringCode0
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSesCode0
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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