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 6301–6325 of 10817 papers

TitleStatusHype
MoReVQA: Exploring Modular Reasoning Models for Video Question Answering—0
How Susceptible are LLMs to Influence in Prompts?—0
How State-Of-The-Art Models Can Deal With Long-Form Question Answering—0
Continual Domain Adaptation for Machine Reading Comprehension—0
How Stable is Knowledge Base Knowledge?—0
How Self-Attention Improves Rare Class Performance in a Question-Answering Dialogue Agent—0
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System—0
A Multithreaded Conversational Interface for Pedestrian Navigation and Question Answering—0
Accounting for Sycophancy in Language Model Uncertainty Estimation—0
Morphological Analysis for Unsegmented Languages using Recurrent Neural Network Language Model—0
Contingency and Comparison Relation Labeling and Structure Prediction in Chinese Sentences—0
Mining Compatible/Incompatible Entities from Question and Answering via Yes/No Answer Classification using Distant Label Expansion—0
How Relevant is Selective Memory Population in Lifelong Language Learning?—0
Mining Duplicate Questions of Stack Overflow—0
Mining Fine-grained Opinion Expressions with Shallow Parsing—0
Mining Implicit Relevance Feedback from User Behavior for Web Question Answering—0
Mining Information from Event Structure Relation Graph for Event Argument Extraction—0
Mining Interpretable AOG Representations from Convolutional Networks via Active Question Answering—0
A Multi-Task Role-Playing Agent Capable of Imitating Character Linguistic Styles—0
How Privacy-Savvy Are Large Language Models? A Case Study on Compliance and Privacy Technical Review—0
A survey on phrase structure learning methods for text classification—0
Mining Paraphrasal Typed Templates from a Plain Text Corpus—0
Challenges in Explanation Quality Evaluation—0
Mining Shape of Expertise: A Novel Approach Based on Convolutional Neural Network—0
How much should you ask? On the question structure in QA systems—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