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 6026–6050 of 10817 papers

TitleStatusHype
Make-It-Vivid: Dressing Your Animatable Biped Cartoon Characters from Text—0
Controlled Natural Languages and Default Reasoning—0
Duplicate Question Retrieval and Confirmation Time Prediction in Software Communities—0
Making Language Models Robust Against Negation—0
Hybrid-SQuAD: Hybrid Scholarly Question Answering Dataset—0
Hybrid Question Answering over Knowledge Base and Free Text—0
Hybrid Graphs for Table-and-Text based Question Answering using LLMs—0
Making the Most of What You Have: Adapting Pre-trained Visual Language Models in the Low-data Regime—0
Malayalam Clause Boundary Identifier: Annotation and Evaluation—0
mALBERT: Is a Compact Multilingual BERT Model Still Worth It?—0
Contri(e)ve: Context + Retrieve for Scholarly Question Answering—0
A Novel Discriminative Framework for Sentence-Level Discourse Analysis—0
MAMM-Refine: A Recipe for Improving Faithfulness in Generation with Multi-Agent Collaboration—0
A Syntactic Approach to Domain-Specific Automatic Question Generation—0
MAMO: Masked Multimodal Modeling for Fine-Grained Vision-Language Representation Learning—0
An Adaption of BIOASQ Question Answering dataset for Machine Reading systems by Manual Annotations of Answer Spans.—0
Contributions to the Improvement of Question Answering Systems in the Biomedical Domain—0
HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases—0
A Synchronous Hyperedge Replacement Grammar based approach for AMR parsing—0
HuRIC: a Human Robot Interaction Corpus—0
Accuracy vs. Complexity: A Trade-off in Visual Question Answering Models—0
Contrastive Video-Language Learning with Fine-grained Frame Sampling—0
Hummingbird: High Fidelity Image Generation via Multimodal Context Alignment—0
MAP: Evaluation and Multi-Agent Enhancement of Large Language Models for Inpatient Pathways—0
Human Mobility Question Answering (Vision Paper)—0
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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