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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3651–3700 of 10817 papers

TitleStatusHype
Exploring and Evaluating Personalized Models for Code Generation—0
Do Smaller Language Models Answer Contextualised Questions Through Memorisation Or Generalisation?—0
Annotation and Analysis of Discourse Relations, Temporal Relations and Multi-Layered Situational Relations in Japanese Texts—0
Exploring BERT Parameter Efficiency on the Stanford Question Answering Dataset v2.0—0
Do Sentence Transformers Learn Quasi-Geospatial Concepts from General Text?—0
Exploring Diverse Expressions for Paraphrase Generation—0
Exploring Diverse Methods in Visual Question Answering—0
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures—0
Exploring Embedding Priors in Prompt-Tuning for Improved Interpretability and Control—0
Exploring Fine-grained Entity Type Constraints for Distantly Supervised Relation Extraction—0
A Concept-Centric Approach to Multi-Modality Learning—0
Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks—0
DoReMi: Grounding Language Model by Detecting and Recovering from Plan-Execution Misalignment—0
Beyond Profile: From Surface-Level Facts to Deep Persona Simulation in LLMs—0
A Framework for Rationale Extraction for Deep QA models—0
DoQA - Accessing Domain-Specific FAQs via Conversational QA—0
DoQA -- Accessing Domain-Specific FAQs via Conversational QA—0
Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion—0
Exploring Knowledge Boundaries in Large Language Models for Retrieval Judgment—0
Chain of Reasoning for Visual Question Answering—0
Explicit Utilization of General Knowledge in Machine Reading Comprehension—0
Exploring Markov Logic Networks for Question Answering—0
Annotating Zero Anaphora for Question Answering—0
Are Large Language Model-based Evaluators the Solution to Scaling Up Multilingual Evaluation?—0
Frustratingly Hard Evidence Retrieval for QA Over Books—0
Exploring Neural Net Augmentation to BERT for Question Answering on SQUAD 2.0—0
Functorial Language Games for Question Answering—0
Generalizable Neuro-symbolic Systems for Commonsense Question Answering—0
Don’t Read Too Much Into It: Adaptive Computation for Open-Domain Question Answering—0
Beyond Plain Spatial Knowledge: Determining Where Entities Are and Are Not Located, and For How Long—0
Don't Read Too Much into It: Adaptive Computation for Open-Domain Question Answering—0
Annotating the Focus of Negation in Japanese Text—0
From Text to Visuals: Using LLMs to Generate Math Diagrams with Vector Graphics—0
Exploring Spatial Language Grounding Through Referring Expressions—0
Exploring Temporal Vagueness with Mechanical Turk—0
Challenge Closed-book Science Exam: A Meta-learning Based Question Answering System—0
Annotating Relation Inference in Context via Question Answering—0
Do not let the history haunt you: Mitigating Compounding Errors in Conversational Question Answering—0
Exploring the Effectiveness of Convolutional Neural Networks for Answer Selection in End-to-End Question Answering—0
Exploring the Effectiveness of GPT Models in Test-Taking: A Case Study of the Driver's License Knowledge Test—0
Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models—0
Are Large Vision Language Models up to the Challenge of Chart Comprehension and Reasoning? An Extensive Investigation into the Capabilities and Limitations of LVLMs—0
Exploring the Feasibility of ChatGPT for Event Extraction—0
Exploring the Frontier of Vision-Language Models: A Survey of Current Methodologies and Future Directions—0
Exploring the Ideal Depth of Neural Network when Predicting Question Deletion on Community Question Answering—0
Exploring the Impact of Occupational Personas on Domain-Specific QA—0
Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data—0
Exploring the In-context Learning Ability of Large Language Model for Biomedical Concept Linking—0
Modeling Uncertainty and Using Post-fusion as Fallback Improves Retrieval Augmented Generation with LLMs—0
Do not let the history haunt you -- Mitigating Compounding Errors in Conversational Question Answering—0
Show:102550
← PrevPage 74 of 217Next →
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