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 5476–5500 of 10817 papers

TitleStatusHype
SamToNe: Improving Contrastive Loss for Dual Encoder Retrieval Models with Same Tower Negatives—0
Multi-CLIP: Contrastive Vision-Language Pre-training for Question Answering tasks in 3D Scenes—0
bgGLUE: A Bulgarian General Language Understanding Evaluation BenchmarkCode0
A Mathematical Abstraction for Balancing the Trade-off Between Creativity and Reality in Large Language Models—0
A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontiers—0
Question-Context Alignment and Answer-Context Dependencies for Effective Answer Sentence Selection—0
KL-Divergence Guided Temperature SamplingCode0
Data-Efficient French Language Modeling with CamemBERTa—0
LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing—0
Evaluating the Capabilities of Multi-modal Reasoning Models with Synthetic Task Data—0
Large Scale Generative Multimodal Attribute Extraction for E-commerce Attributes—0
Reimagining Retrieval Augmented Language Models for Answering Queries—0
Overcoming Language Bias in Remote Sensing Visual Question Answering via Adversarial Training—0
Using Visual Cropping to Enhance Fine-Detail Question Answering of BLIP-Family Models—0
Building Extractive Question Answering System to Support Human-AI Health Coaching Model for Sleep Domain—0
Knowledge Base Question Answering for Space Debris QueriesCode0
Attention-Based Methods For Audio Question Answering—0
Unveiling Cross Modality Bias in Visual Question Answering: A Causal View with Possible Worlds VQA—0
KEYword based Sampling (KEYS) for Large Language Models—0
Cross Encoding as Augmentation: Towards Effective Educational Text Classification—0
A template-independent approach for information extraction in real estate documentsCode0
Concise Answers to Complex Questions: Summarization of Long-form AnswersCode0
Graph Reasoning for Question Answering with Triplet Retrieval—0
GPT4GEO: How a Language Model Sees the World's Geography—0
Generate then Select: Open-ended Visual Question Answering Guided by World Knowledge—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