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 4601–4625 of 10817 papers

TitleStatusHype
Evaluating the Elementary Multilingual Capabilities of Large Language Models with MultiQCode0
Benchmarking Hallucination in Large Language Models based on Unanswerable Math Word ProblemCode0
CLEVR-POC: Reasoning-Intensive Visual Question Answering in Partially Observable Environments—0
Reliable, Adaptable, and Attributable Language Models with Retrieval—0
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question AnsweringCode0
Enhancing Generalization in Medical Visual Question Answering Tasks via Gradient-Guided Model Perturbation—0
A General and Flexible Multi-concept Parsing Framework for Multilingual Semantic Matching—0
MOKA: Open-World Robotic Manipulation through Mark-Based Visual Prompting—0
Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use—0
EEE-QA: Exploring Effective and Efficient Question-Answer RepresentationsCode0
The Claude 3 Model Family: Opus, Sonnet, Haiku—0
An Improved Traditional Chinese Evaluation Suite for Foundation Model—0
Fine Tuning vs. Retrieval Augmented Generation for Less Popular KnowledgeCode0
SyllabusQA: A Course Logistics Question Answering DatasetCode0
Improving Cross-lingual Representation for Semantic Retrieval with Code-switching—0
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering—0
Answerability in Retrieval-Augmented Open-Domain Question Answering—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
KorMedMCQA: Multi-Choice Question Answering Benchmark for Korean Healthcare Professional Licensing Examinations—0
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access—0
VBART: The Turkish LLM—0
LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA SystemsCode0
MediSwift: Efficient Sparse Pre-trained Biomedical Language Models—0
Multimodal ArXiv: A Dataset for Improving Scientific Comprehension of Large Vision-Language Models—0
Survey in Characterization of Semantic Change—0
Show:102550
← PrevPage 185 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