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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 6301–6350 of 10817 papers

TitleStatusHype
A Survey on Recent Advances in Sequence Labeling from Deep Learning Models—0
How to Design Sample and Computationally Efficient VQA Models—0
Mind the Gap! Static and Interactive Evaluations of Large Audio Models—0
MP2D: An Automated Topic Shift Dialogue Generation Framework Leveraging Knowledge Graphs—0
How to Build an AI Tutor That Can Adapt to Any Course Using Knowledge Graph-Enhanced Retrieval-Augmented Generation (KG-RAG)—0
Continual Learning for Temporal-Sensitive Question Answering—0
EfficientQA : a RoBERTa Based Phrase-Indexed Question-Answering System—0
MPDrive: Improving Spatial Understanding with Marker-Based Prompt Learning for Autonomous Driving—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
Mining Compatible/Incompatible Entities from Question and Answering via Yes/No Answer Classification using Distant Label Expansion—0
How Stable is Knowledge Base Knowledge?—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
Mining Japanese Compound Words and Their Pronunciations from Web Pages and Tweets—0
How Self-Attention Improves Rare Class Performance in a Question-Answering Dialogue Agent—0
A Multithreaded Conversational Interface for Pedestrian Navigation and Question Answering—0
Mining Paraphrasal Typed Templates from a Plain Text Corpus—0
Accounting for Sycophancy in Language Model Uncertainty Estimation—0
Mining Shape of Expertise: A Novel Approach Based on Convolutional Neural Network—0
mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding—0
Mining temporal footprints from Wikipedia—0
Contingency and Comparison Relation Labeling and Structure Prediction in Chinese Sentences—0
How Relevant is Selective Memory Population in Lifelong Language Learning?—0
A Multi-Task Role-Playing Agent Capable of Imitating Character Linguistic Styles—0
Boosting Question Answering by Deep Entity Recognition—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
MoVQA: A Benchmark of Versatile Question-Answering for Long-Form Movie Understanding—0
Mitigating Bias for Question Answering Models by Tracking Bias Influence—0
Challenges in Explanation Quality Evaluation—0
Mitigating Clickbait: An Approach to Spoiler Generation Using Multitask Learning—0
How much should you ask? On the question structure in QA systems—0
How much should you ask? On the question structure in QA systems.—0
A Survey on non-English Question Answering Dataset—0
Mitigating Large Language Model Hallucination with Faithful Finetuning—0
Mitigating LLM Hallucinations via Conformal Abstention—0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study—0
Movie Script Summarization as Graph-based Scene Extraction—0
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy—0
MQA-KEAL: Multi-hop Question Answering under Knowledge Editing for Arabic Language—0
Data-augmented phrase-level alignment for mitigating object hallucination—0
EICA Team at SemEval-2017 Task 3: Semantic and Metadata-based Features for Community Question Answering—0
Mitigating the Impact of Attribute Editing on Face Recognition—0
MRNN: A Multi-Resolution Neural Network with Duplex Attention for Document Retrieval in the Context of Question Answering—0
A Survey on Neural Open Information Extraction: Current Status and Future Directions—0
Show:102550
← PrevPage 127 of 217Next →
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