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 6401–6450 of 10817 papers

TitleStatusHype
Dialogizer: Context-aware Conversational-QA Dataset Generation from Textual Sources—0
LasigeBioTM at MEDIQA 2019: Biomedical Question Answering using Bidirectional Transformers and Named Entity Recognition—0
BAT: Learning to Reason about Spatial Sounds with Large Language Models—0
LARSA22 at Qur’an QA 2022: Text-to-Text Transformer for Finding Answers to Questions from Qur’an—0
Large Vision-Language Models for Remote Sensing Visual Question Answering—0
Dialog-based Language Learning—0
Large Search Model: Redefining Search Stack in the Era of LLMs—0
Dialog-based Language Learning—0
A Neural-Symbolic Approach Towards Identifying Grammatically Correct Sentences—0
Adversarial reading networks for machine comprehension—0
A Complex KBQA System using Multiple Reasoning Paths—0
Large-Scale Semantic Indexing and Question Answering in Biomedicine—0
Large Scale Scene Text Verification with Guided Attention—0
MNet-Sim: A Multi-layered Semantic Similarity Network to Evaluate Sentence Similarity—0
DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production—0
Large Scale Question Paraphrase Retrieval with Smoothed Deep Metric Learning—0
DialDoc 2022 Shared Task: Open-Book Document-grounded Dialogue Modeling—0
Large Scale Question Answering using Tourism Data—0
Large-Scale Paraphrasing for Natural Language Understanding—0
Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents—0
Modality Alignment between Deep Representations for Effective Video-and-Language Learning—0
DialDoc 2021 Shared Task: Goal-Oriented Document-grounded Dialogue Modeling—0
Basic Reasoning with Tensor Product Representations—0
Modality-Inconsistent Continual Learning of Multimodal Large Language Models—0
Large-Scale Goodness Polarity Lexicons for Community Question Answering—0
Model Agnostic Answer Reranking System for Adversarial Question Answering—0
Large Scale Generative Multimodal Attribute Extraction for E-commerce Attributes—0
Model Card and Evaluations for Claude Models—0
Model Compression with Multi-Task Knowledge Distillation for Web-scale Question Answering System—0
Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System—0
Diagnosing and Addressing Pitfalls in KG-RAG Datasets: Toward More Reliable Benchmarking—0
Modeling Ambiguity, Subjectivity, and Diverging Viewpoints in Opinion Question Answering Systems—0
Modeling Collaborator: Enabling Subjective Vision Classification With Minimal Human Effort via LLM Tool-Use—0
Modeling Context in Answer Sentence Selection Systems on a Latency Budget—0
BAS: An Answer Selection Method Using BERT Language Model—0
Modeling discourse cohesion for discourse parsing via memory network—0
Large-scale CCG Induction from the Groningen Meaning Bank—0
Modeling Exemplification in Long-form Question Answering via Retrieval—0
DiagGPT: An LLM-based and Multi-agent Dialogue System with Automatic Topic Management for Flexible Task-Oriented Dialogue—0
Modeling Large-Scale Structured Relationships with Shared Memory for Knowledge Base Completion—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Modeling Multi-hop Question Answering as Single Sequence Prediction—0
Modeling Semantic Composition with Syntactic Hypergraph for Video Question Answering—0
Modeling Semantic Relations Expressed by Prepositions—0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity—0
Large-Scale Acquisition of Commonsense Knowledge via a Quiz Game on a Dialogue System—0
DH-RAG: A Dynamic Historical Context-Powered Retrieval-Augmented Generation Method for Multi-Turn Dialogue—0
Modeling Task Effects in Human Reading with Neural Network-based Attention—0
BARTPhoBEiT: Pre-trained Sequence-to-Sequence and Image Transformers Models for Vietnamese Visual Question Answering—0
A Neural Question Answering System for Basic Questions about Subroutines—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