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 4301–4350 of 10817 papers

TitleStatusHype
bgGLUE: A Bulgarian General Language Understanding Evaluation BenchmarkCode0
I^3 Retriever: Incorporating Implicit Interaction in Pre-trained Language Models for Passage RetrievalCode1
Multi-CLIP: Contrastive Vision-Language Pre-training for Question Answering tasks in 3D Scenes—0
A Mathematical Abstraction for Balancing the Trade-off Between Creativity and Reality in Large Language Models—0
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
Revisiting the Role of Language Priors in Vision-Language ModelsCode1
KL-Divergence Guided Temperature SamplingCode0
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
Overcoming Language Bias in Remote Sensing Visual Question Answering via Adversarial Training—0
Large Scale Generative Multimodal Attribute Extraction for E-commerce Attributes—0
Layout and Task Aware Instruction Prompt for Zero-shot Document Image Question AnsweringCode1
LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing—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
UKP-SQuARE: An Interactive Tool for Teaching Question AnsweringCode1
Knowledge Base Question Answering for Space Debris QueriesCode0
Unveiling Cross Modality Bias in Visual Question Answering: A Causal View with Possible Worlds VQA—0
Dense and Aligned Captions (DAC) Promote Compositional Reasoning in VL ModelsCode1
Attention-Based Methods For Audio Question Answering—0
A template-independent approach for information extraction in real estate documentsCode0
GPT4GEO: How a Language Model Sees the World's Geography—0
KEYword based Sampling (KEYS) for Large Language Models—0
Cross Encoding as Augmentation: Towards Effective Educational Text Classification—0
Concise Answers to Complex Questions: Summarization of Long-form AnswersCode0
Graph Reasoning for Question Answering with Triplet Retrieval—0
Generating with Confidence: Uncertainty Quantification for Black-box Large Language ModelsCode1
Generate then Select: Open-ended Visual Question Answering Guided by World Knowledge—0
Enhanced Chart Understanding in Vision and Language Task via Cross-modal Pre-training on Plot Table Pairs—0
A Critical Evaluation of Evaluations for Long-form Question AnsweringCode1
A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark DatasetsCode1
PaLI-X: On Scaling up a Multilingual Vision and Language ModelCode1
Multi-Scale Attention for Audio Question AnsweringCode1
Contextual Object Detection with Multimodal Large Language ModelsCode2
GripRank: Bridging the Gap between Retrieval and Generation via the Generative Knowledge Improved Passage Ranking—0
Conformal Prediction with Large Language Models for Multi-Choice Question AnsweringCode1
Plug-and-Play Document Modules for Pre-trained ModelsCode1
HaVQA: A Dataset for Visual Question Answering and Multimodal Research in Hausa LanguageCode0
Bridging the Language Gap: Dynamic Learning Strategies for Improving Multilingual Performance in LLMs—0
Modularized Zero-shot VQA with Pre-trained ModelsCode0
CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language TransformersCode1
Answering Unanswered Questions through Semantic Reformulations in Spoken QA—0
Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language ModelsCode0
AlignScore: Evaluating Factual Consistency with a Unified Alignment FunctionCode4
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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