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 4601–4650 of 10817 papers

TitleStatusHype
SViTT: Temporal Learning of Sparse Video-Text TransformersCode1
Learning Situation Hyper-Graphs for Video Question AnsweringCode1
LongForm: Effective Instruction Tuning with Reverse InstructionsCode2
A Question-Answering Approach to Key Value Pair Extraction from Form-like Document Images—0
What Makes a Good Dataset for Symbol Description Reading?—0
VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and DatasetCode2
Chain of Thought Prompt Tuning in Vision Language Models—0
Medical Question Summarization with Entity-driven Contrastive LearningCode0
Keeping the Questions Conversational: Using Structured Representations to Resolve Dependency in Conversational Question Answering—0
Exploring the State of the Art in Legal QA SystemsCode1
Verbs in Action: Improving verb understanding in video-language modelsCode0
PDFVQA: A New Dataset for Real-World VQA on PDF Documents—0
CLIP-Guided Vision-Language Pre-training for Question Answering in 3D ScenesCode1
chatClimate: Grounding Conversational AI in Climate Science—0
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations—0
Advancing Medical Imaging with Language Models: A Journey from N-grams to ChatGPT—0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
Are Large Language Models Ready for Healthcare? A Comparative Study on Clinical Language UnderstandingCode1
FrenchMedMCQA: A French Multiple-Choice Question Answering Dataset for Medical domainCode0
RISC: Generating Realistic Synthetic Bilingual Insurance ContractCode0
MphayaNER: Named Entity Recognition for TshivendaCode0
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering—0
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images—0
Evaluating the Robustness of Machine Reading Comprehension Models to Low Resource Entity Renaming—0
Bridging the Language Gap: Knowledge Injected Multilingual Question Answering—0
Improving Visual Question Answering Models through Robustness Analysis and In-Context Learning with a Chain of Basic Questions—0
Evidentiality-aware Retrieval for Overcoming Abstractiveness in Open-Domain Question Answering—0
Evaluation of ChatGPT Family of Models for Biomedical Reasoning and ClassificationCode1
Ericson: An Interactive Open-Domain Conversational Search Agent—0
Adopting Two Supervisors for Efficient Use of Large-Scale Remote Deep Neural NetworksCode0
A Diffusion-based Method for Multi-turn Compositional Image Generation—0
I2I: Initializing Adapters with Improvised KnowledgeCode1
Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder—0
Locate Then Generate: Bridging Vision and Language with Bounding Box for Scene-Text VQA—0
SC-ML: Self-supervised Counterfactual Metric Learning for Debiased Visual Question Answering—0
Unsupervised Improvement of Factual Knowledge in Language ModelsCode0
Specialty-Oriented Generalist Medical AI for Chest CT ScreeningCode1
ScandEval: A Benchmark for Scandinavian Natural Language ProcessingCode1
Creating Custom Event Data Without Dictionaries: A Bag-of-TricksCode1
Pythia: A Suite for Analyzing Large Language Models Across Training and ScalingCode6
Instance-Level Trojan Attacks on Visual Question Answering via Adversarial Learning in Neuron Activation Space—0
When Crowd Meets Persona: Creating a Large-Scale Open-Domain Persona Dialogue Corpus—0
WebQAmGaze: A Multilingual Webcam Eye-Tracking-While-Reading DatasetCode0
Attention is Not Always What You Need: Towards Efficient Classification of Domain-Specific Text—0
UKP-SQuARE v3: A Platform for Multi-Agent QA ResearchCode1
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
QUADRo: Dataset and Models for QUestion-Answer Database Retrieval—0
Aligning a medium-size GPT model in English to a small closed domain in Spanish—0
oBERTa: Improving Sparse Transfer Learning via improved initialization, distillation, and pruning regimes—0
BloombergGPT: A Large Language Model for Finance—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