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 6826–6850 of 10817 papers

TitleStatusHype
Koala: Key frame-conditioned long video-LLM—0
Axiomatic Preference Modeling for Longform Question Answering—0
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge—0
Knowledge Unlearning for LLMs: Tasks, Methods, and Challenges—0
NeCo@ALQAC 2023: Legal Domain Knowledge Acquisition for Low-Resource Languages through Data Enrichment—0
AWS CORD-19 Search: A Neural Search Engine for COVID-19 Literature—0
Knowledge Transfer from Answer Ranking to Answer Generation—0
Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering—0
Knowledge Sharing via Social Login: Exploiting Microblogging Service for Warming up Social Question Answering Websites—0
Denoise while Aggregating: Collaborative Learning in Open-Domain Question Answering—0
Neglected Risks: The Disturbing Reality of Children's Images in Datasets and the Urgent Call for Accountability—0
An End-to-End Framework for Cold Question Routing in Community Question Answering Services—0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation—0
Knowledge Retrieval Based on Generative AI—0
Delving Deep into Extractive Question Answering Data—0
AVSS: Layer Importance Evaluation in Large Language Models via Activation Variance-Sparsity Analysis—0
Neural Abstractive Summarization with Structural Attention—0
Neural Approaches to Conversational AI—0
Knowledge Representation and Extraction at Scale—0
Neural Architectures for Open-Type Relation Argument Extraction—0
Neural at ArchEHR-QA 2025: Agentic Prompt Optimization for Evidence-Grounded Clinical Question Answering—0
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules—0
Neural Attention Models for Sequence Classification: Analysis and Application to Key Term Extraction and Dialogue Act Detection—0
Knowledge Pyramid: A Novel Hierarchical Reasoning Structure for Generalized Knowledge Augmentation and Inference—0
Delusions of Large Language Models—0
Show:102550
← PrevPage 274 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