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 7526–7550 of 10817 papers

TitleStatusHype
Face-to-Face Contrastive Learning for Social Intelligence Question-Answering—0
Pretrained Transformers for Simple Question Answering—0
Pretraining and Updates of Domain-Specific LLM: A Case Study in the Japanese Business Domain—0
FACTIFY3M: A Benchmark for Multimodal Fact Verification with Explainability through 5W Question-Answering—0
Pre-training, Fine-tuning and Re-ranking: A Three-Stage Framework for Legal Question Answering—0
Pre-training for Information Retrieval: Are Hyperlinks Fully Explored?—0
Pre-training image-language transformers for open-vocabulary tasks—0
Pre-training Language Models for Comparative Reasoning—0
Pre-training Language Models with Deterministic Factual Knowledge—0
Greenback Bears and Fiscal Hawks: Finance is a Jungle and Text Embeddings Must Adapt—0
Comprehensive Evaluation for a Large Scale Knowledge Graph Question Answering Service—0
A Strong Lexical Matching Method for the Machine Comprehension Test—0
Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection—0
Pre-training Universal Language Representation—0
FactTest: Factuality Testing in Large Language Models with Finite-Sample and Distribution-Free Guarantees—0
Pretrain Knowledge-Aware Language Models—0
PreWoMe: Exploiting Presuppositions as Working Memory for Long Form Question Answering—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Comprehensive Audio Query Handling System with Integrated Expert Models and Contextual Understanding—0
GRASS: Unified Generation Model for Speech-to-Semantic Tasks—0
GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions—0
Comprehensive and Practical Evaluation of Retrieval-Augmented Generation Systems for Medical Question Answering—0
Privacy Aware Question-Answering System for Online Mental Health Risk Assessment—0
Privacy Policy Question Answering Assistant: A Query-Guided Extractive Summarization Approach—0
A strong baseline for question relevancy ranking—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