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 1751–1800 of 10817 papers

TitleStatusHype
Can't Remember Details in Long Documents? You Need Some R&RCode1
A Qualitative Evaluation of Language Models on Automatic Question-Answering for COVID-19Code1
EgoThink: Evaluating First-Person Perspective Thinking Capability of Vision-Language ModelsCode1
Prompt Cache: Modular Attention Reuse for Low-Latency InferenceCode1
DocVQA: A Dataset for VQA on Document ImagesCode1
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM CollaborationCode1
Disentangling 3D Prototypical Networks For Few-Shot Concept LearningCode1
Discovering Spatio-Temporal Rationales for Video Question AnsweringCode1
DisentQA: Disentangling Parametric and Contextual Knowledge with Counterfactual Question AnsweringCode1
Discourse Analysis via Questions and Answers: Parsing Dependency Structures of Questions Under DiscussionCode1
Disfl-QA: A Benchmark Dataset for Understanding Disfluencies in Question AnsweringCode1
Puzzled by Puzzles: When Vision-Language Models Can't Take a HintCode1
CoLoR-Filter: Conditional Loss Reduction Filtering for Targeted Language Model Pre-trainingCode1
QA4QG: Using Question Answering to Constrain Multi-Hop Question GenerationCode1
QAConv: Question Answering on Informative ConversationsCode1
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge GraphsCode1
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning StrategiesCode1
QAmeleon: Multilingual QA with Only 5 ExamplesCode1
Capturing Row and Column Semantics in Transformer Based Question Answering over TablesCode1
QaNER: Prompting Question Answering Models for Few-shot Named Entity RecognitionCode1
DialSim: A Real-Time Simulator for Evaluating Long-Term Multi-Party Dialogue Understanding of Conversational AgentsCode1
Differentiable Reasoning on Large Knowledge Bases and Natural LanguageCode1
QED: A Framework and Dataset for Explanations in Question AnsweringCode1
CARE: Collaborative AI-Assisted Reading EnvironmentCode1
AIT-QA: Question Answering Dataset over Complex Tables in the Airline IndustryCode1
Question and Answer Test-Train Overlap in Open-Domain Question Answering DatasetsCode1
Carpe Diem: On the Evaluation of World Knowledge in Lifelong Language ModelsCode1
Question Answering as Programming for Solving Time-Sensitive QuestionsCode1
Question Answering over Electronic Devices: A New Benchmark Dataset and a Multi-Task Learning based QA FrameworkCode1
Question Answering Over Temporal Knowledge GraphsCode1
Question-Aware Gaussian Experts for Audio-Visual Question AnsweringCode1
Question-controlled Text-aware Image CaptioningCode1
AraBERT: Transformer-based Model for Arabic Language UnderstandingCode1
Question-guided Knowledge Graph Re-scoring and Injection for Knowledge Graph Question AnsweringCode1
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual NoiseCode1
Distantly-Supervised Dense Retrieval Enables Open-Domain Question Answering without Evidence AnnotationCode1
DocVXQA: Context-Aware Visual Explanations for Document Question AnsweringCode1
Rad-ReStruct: A Novel VQA Benchmark and Method for Structured Radiology ReportingCode1
DeVLBert: Learning Deconfounded Visio-Linguistic RepresentationsCode1
Development and bilingual evaluation of Japanese medical large language model within reasonably low computational resourcesCode1
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMsCode1
Detecting and Preventing Hallucinations in Large Vision Language ModelsCode1
Detecting Hate Speech in Multi-modal MemesCode1
Causal Distillation for Language ModelsCode1
Reading Wikipedia to Answer Open-Domain QuestionsCode1
Dialog Inpainting: Turning Documents into DialogsCode1
AraGPT2: Pre-Trained Transformer for Arabic Language GenerationCode1
Combo of Thinking and Observing for Outside-Knowledge VQACode1
Describe Anything Model for Visual Question Answering on Text-rich ImagesCode1
Dense Passage Retrieval for Open-Domain Question AnsweringCode1
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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