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 95019550 of 10817 papers

TitleStatusHype
Gendered Pronoun Resolution using BERT and an extractive question answering formulationCode0
Multi-modal Factorized Bilinear Pooling with Co-Attention Learning for Visual Question AnsweringCode0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
Kvasir-VQA-x1: A Multimodal Dataset for Medical Reasoning and Robust MedVQA in Gastrointestinal EndoscopyCode0
Context Independent Term Mapper for European LanguagesCode0
Gated Orthogonal Recurrent Units: On Learning to ForgetCode0
Recurrent Batch NormalizationCode0
Gated End-to-End Memory NetworksCode0
KwaiChat: A Large-Scale Video-Driven Multilingual Mixed-Type Dialogue CorpusCode0
Context-Driven Index Trimming: A Data Quality Perspective to Enhancing Precision of RALMsCode0
Analyzing Vietnamese Legal Questions Using Deep Neural Networks with Biaffine ClassifiersCode0
Gated Convolutional Bidirectional Attention-based Model for Off-topic Spoken Response DetectionCode0
Gated-Attention Readers for Text ComprehensionCode0
Adversarial Feature Adaptation for Cross-lingual Relation ClassificationCode0
Context-Aware Representations for Knowledge Base Relation ExtractionCode0
Game of Sketches: Deep Recurrent Models of Pictionary-style Word GuessingCode0
A Benchmark for Generalizable and Interpretable Temporal Question Answering over Knowledge BasesCode0
Recurrent Relational NetworksCode0
Multimodal Hypothetical Summary for Retrieval-based Multi-image Question AnsweringCode0
FusionNet: Fusing via Fully-Aware Attention with Application to Machine ComprehensionCode0
Fully Automated Fact Checking Using External SourcesCode0
Fully Authentic Visual Question Answering Dataset from Online CommunitiesCode0
Are Vision LLMs Road-Ready? A Comprehensive Benchmark for Safety-Critical Driving Video UnderstandingCode0
Adversarial Examples for Evaluating Reading Comprehension SystemsCode0
Adapting Visual Question Answering Models for Enhancing Multimodal Community Q&A PlatformsCode0
BERT Knows Punta Cana is not just beautiful, it's gorgeous: Ranking Scalar Adjectives with Contextualised RepresentationsCode0
Context-aware Frame-Semantic Role LabelingCode0
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERTCode0
Language Fusion for Parameter-Efficient Cross-lingual TransferCode0
From Roots to Rewards: Dynamic Tree Reasoning with RLCode0
Constraint-Based Question Answering with Knowledge GraphCode0
Multimodal Large Language Models and Tunings: Vision, Language, Sensors, Audio, and BeyondCode0
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of ExplanationCode0
PersoNER: Persian Named-Entity RecognitionCode0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
Adaptation of Deep Bidirectional Multilingual Transformers for Russian LanguageCode0
PEYMA: A Tagged Corpus for Persian Named EntitiesCode0
Language Model Knowledge Distillation for Efficient Question Answering in SpanishCode0
BERTHop: An Effective Vision-and-Language Model for Chest X-ray Disease DiagnosisCode0
Language models are better than humans at next-token predictionCode0
Recursive Visual Attention in Visual DialogCode0
From Models to Microtheories: Distilling a Model's Topical Knowledge for Grounded Question AnsweringCode0
From Images to Textual Prompts: Zero-shot VQA with Frozen Large Language ModelsCode0
From Feature Importance to Natural Language Explanations Using LLMs with RAGCode0
Analyzing the Behavior of Visual Question Answering ModelsCode0
Consistency Training by Synthetic Question Generation for Conversational Question AnsweringCode0
Language Models as Knowledge Bases?Code0
Language Models as Knowledge Bases for Visual Word Sense DisambiguationCode0
From Cloze to Comprehension: Retrofitting Pre-trained Masked Language Model to Pre-trained Machine ReaderCode0
Multimodal Preference Data Synthetic Alignment with Reward ModelCode0
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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