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

Showing 1040110450 of 10817 papers

TitleStatusHype
Temporal Perceiving Video-Language Pre-training0
Temporal Reasoning Transfer from Text to Video0
Temporal Relation Classification Based on Temporal Reasoning0
Temporal Relation Classification in Persian and English contexts0
TempQuestions: A Benchmark for Temporal Question Answering0
TempTabQA: Temporal Question Answering for Semi-Structured Tables0
TEQUILA: Temporal Question Answering over Knowledge Bases0
Term-Based Extraction of Medical Information: Pre-Operative Patient Education Use Case0
TerraQ: Spatiotemporal Question-Answering on Satellite Image Archives0
Testing AI on language comprehension tasks reveals insensitivity to underlying meaning0
Testing the Limits of Unified Sequence to Sequence LLM Pretraining on Diverse Table Data Tasks0
Test-Time Adaptation for Visual Document Understanding0
t-Exponential Memory Networks for Question-Answering Machines0
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries0
Text2Insight: Transform natural language text into insights seamlessly using multi-model architecture0
Text Analysis Using Deep Neural Networks in Digital Humanities and Information Science0
Text-Aware Dual Routing Network for Visual Question Answering0
Text-based Question Answering from Information Retrieval and Deep Neural Network Perspectives: A Survey0
Textbook Question Answering with Multi-modal Context Graph Understanding and Self-supervised Open-set Comprehension0
Textbooks Are All You Need II: phi-1.5 technical report0
Textbook to triples: Creating knowledge graph in the form of triples from AI TextBook0
Text Classification for Task-based Source Code Related Questions0
Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles0
Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion0
Text Data Augmentation: Towards better detection of spear-phishing emails0
Text Embeddings for Retrieval From a Large Knowledge Base0
TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long Documents0
TextGraphs 2019 Shared Task on Multi-Hop Inference for Explanation Regeneration0
Text-Guided Coarse-to-Fine Fusion Network for Robust Remote Sensing Visual Question Answering0
Text-level Discourse Dependency Parsing0
Text-level Discourse Parsing with Rich Linguistic Features0
TextMatch: Enhancing Image-Text Consistency Through Multimodal Optimization0
DuReader_vis: A Chinese Dataset for Open-domain Document Visual Question Answering0
Neon: News Entity-Interaction Extraction for Enhanced Question Answering0
TextSquare: Scaling up Text-Centric Visual Instruction Tuning0
PatentAgent: Intelligent Agent for Automated Pharmaceutical Patent Analysis0
Textual Inference and Meaning Representation in Human Robot Interaction0
Textually Enriched Neural Module Networks for Visual Question Answering0
Textual Time Travel: A Temporally Informed Approach to Theory of Mind0
TextVidBench: A Benchmark for Long Video Scene Text Understanding0
TFW, DamnGina, Juvie, and Hotsie-Totsie: On the Linguistic and Social Aspects of Internet Slang0
TG-VQA: Ternary Game of Video Question Answering0
Thai Sentence Paraphrasing from the Lexical Resource0
Towards Lifelong Dialogue Agents via Timeline-based Memory Management0
The Answer is at your Fingertips: Improving Passage Retrieval for Web Question Answering with Search Behavior Data0
The APVA-TURBO Approach To Question Answering in Knowledge Base0
The ART of LLM Refinement: Ask, Refine, and Trust0
The BQ Corpus: A Large-scale Domain-specific Chinese Corpus For Sentence Semantic Equivalence Identification0
The Claude 3 Model Family: Opus, Sonnet, Haiku0
The Color of the Cat is Gray: 1 Million Full-Sentences Visual Question Answering (FSVQA)0
Show:102550
← PrevPage 209 of 217Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified