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 4301–4325 of 10817 papers

TitleStatusHype
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
I^3 Retriever: Incorporating Implicit Interaction in Pre-trained Language Models for Passage RetrievalCode1
Question-Context Alignment and Answer-Context Dependencies for Effective Answer Sentence Selection—0
A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontiers—0
Fine-Grained Human Feedback Gives Better Rewards for Language Model TrainingCode2
KL-Divergence Guided Temperature SamplingCode0
Revisiting the Role of Language Priors in Vision-Language ModelsCode1
Data-Efficient French Language Modeling with CamemBERTa—0
Make Pre-trained Model Reversible: From Parameter to Memory Efficient Fine-TuningCode1
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One DayCode4
Reimagining Retrieval Augmented Language Models for Answering Queries—0
Evaluating the Capabilities of Multi-modal Reasoning Models with Synthetic Task Data—0
TimelineQA: A Benchmark for Question Answering over TimelinesCode1
Layout and Task Aware Instruction Prompt for Zero-shot Document Image Question AnsweringCode1
Large Scale Generative Multimodal Attribute Extraction for E-commerce Attributes—0
LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing—0
Overcoming Language Bias in Remote Sensing Visual Question Answering via Adversarial Training—0
Building Extractive Question Answering System to Support Human-AI Health Coaching Model for Sleep Domain—0
Using Visual Cropping to Enhance Fine-Detail Question Answering of BLIP-Family Models—0
UKP-SQuARE: An Interactive Tool for Teaching Question AnsweringCode1
Knowledge Base Question Answering for Space Debris QueriesCode0
Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL ModelsCode1
Attention-Based Methods For Audio Question Answering—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