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 7701–7725 of 10817 papers

TitleStatusHype
Few-shot Policy (de)composition in Conversational Question Answering—0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text—0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging—0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph—0
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge—0
QA: from Turing Test to Intelligent Information Service—0
A STEP towards Interpretable Multi-Hop Reasoning:Bridge Phrase Identification and Query Expansion—0
Choose Your QA Model Wisely: A Systematic Study of Generative and Extractive Readers for Question Answering—0
American == White in Multimodal Language-and-Image AI—0
QAID: Question Answering Inspired Few-shot Intent Detection—0
A Dataset for Multimodal Question Answering in the Cultural Heritage Domain—0
Graph based Question Answering System—0
Graph-Based Knowledge Integration for Question Answering over Dialogue—0
Graph-based Heuristic Search for Module Selection Procedure in Neural Module Network—0
Graph-based Coherence Modeling For Assessing Readability—0
QANA: LLM-based Question Generation and Network Analysis for Zero-shot Key Point Analysis and Beyond—0
FFA Sora, video generation as fundus fluorescein angiography simulator—0
Compositional Distributional Semantics Models in Chunk-based Smoothed Tree Kernels—0
Accelerated materials language processing enabled by GPT—0
Graph-augmented Learning to Rank for Querying Large-scale Knowledge Graph—0
QANUS: An Open-source Question-Answering Platform—0
FiDeLiS: Faithful Reasoning in Large Language Model for Knowledge Graph Question Answering—0
Graph Attention with Hierarchies for Multi-hop Question Answering—0
Compositional De-Attention Networks—0
GrapeQA: GRaph Augmentation and Pruning to Enhance 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