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 5101–5125 of 10817 papers

TitleStatusHype
Enhancing Question Answering for Enterprise Knowledge Bases using Large Language Models—0
Enhancing Question Answering by Injecting Ontological Knowledge through Regularization—0
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks—0
A Numerical Reasoning Question Answering System with Fine-grained Retriever and the Ensemble of Multiple Generators for FinQA—0
A Heuristically Modified FP-Tree for Ontology Learning with Applications in Education—0
Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study—0
Enhancing Q&A Text Retrieval with Ranking Models: Benchmarking, fine-tuning and deploying Rerankers for RAG—0
Building the Intent Landscape of Real-World Conversational Corpora with Extractive Question-Answering Transformers—0
Enhancing Post-Hoc Attributions in Long Document Comprehension via Coarse Grained Answer Decomposition—0
Enhancing Pipeline-Based Conversational Agents with Large Language Models—0
Building Safe and Reliable AI systems for Safety Critical Tasks with Vision-Language Processing—0
ANU-CSIRO at MEDIQA 2019: Question Answering Using Deep Contextual Knowledge—0
Building Privacy-Preserving and Secure Geospatial Artificial Intelligence Foundation Models—0
Enhancing Multiple-Choice Question Answering with Causal Knowledge—0
Building Interpretable and Reliable Open Information Retriever for New Domains Overnight—0
Deep Human Answer Understanding for Natural Reverse QA—0
A Heterogeneous Graph with Factual, Temporal and Logical Knowledge for Question Answering Over Dynamic Contexts—0
Action Languages and Question Answering—0
ABC-CNN: An Attention Based Convolutional Neural Network for Visual Question Answering—0
A Bayesian Model of Diachronic Meaning Change—0
Does CLIP Benefit Visual Question Answering in the Medical Domain as Much as it Does in the General Domain?—0
Enhancing Multimodal LLM for Detailed and Accurate Video Captioning using Multi-Round Preference Optimization—0
Building Extractive Question Answering System to Support Human-AI Health Coaching Model for Sleep Domain—0
Enhancing Multi-Image Question Answering via Submodular Subset Selection—0
Building English-Vietnamese Named Entity Corpus with Aligned Bilingual News Articles—0
Show:102550
← PrevPage 205 of 433Next →
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