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 6601–6625 of 10817 papers

TitleStatusHype
Building and Exploring Semantic Equivalences Resources—0
Context-guided Triple Matching for Multiple Choice Question Answering—0
A Graph Traversal Based Approach to Answer Non-Aggregation Questions Over DBpedia—0
A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions—0
Multi-Instance Learning for End-to-End Knowledge Base Question Answering—0
Multi-Row, Multi-Span Distant Supervision For Table+Text Question—0
HiQA: A Hierarchical Contextual Augmentation RAG for Multi-Documents QA—0
Multi-Level Alignments As An Extensible Representation Basis for Textual Entailment Algorithms—0
Multi-Level Attention Networks for Visual Question Answering—0
Multi-Level Explanations for Generative Language Models—0
Multi-level Gated Recurrent Neural Network for Dialog Act Classification—0
Enhancing Event Causality Identification with Rationale and Structure-Aware Causal Question Answering—0
Multilingual Aliasing for Auto-Generating Proposition Banks—0
Multilingual Answer Sentence Reranking via Automatically Translated Data—0
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images—0
Multilingual European Language Models: Benchmarking Approaches and Challenges—0
Multilingual Image Corpus – Towards a Multimodal and Multilingual Dataset—0
Multilingual Medical Question Answering and Information Retrieval for Rural Health Intelligence Access—0
Context-guided Triple Matching for Multiple Choice Question Answering—0
A Multimodal Memes Classification: A Survey and Open Research Issues—0
Multilingual Open QA on the MIA Shared Task—0
Multilingual Question Answering from Formatted Text applied to Conversational Agents—0
HiPerRAG: High-Performance Retrieval Augmented Generation for Scientific Insights—0
Multilingual Retrieval-Augmented Generation for Knowledge-Intensive Task—0
Context Generation Improves Open Domain Question Answering—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