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 8951–8975 of 10817 papers

TitleStatusHype
Graph-based Heuristic Search for Module Selection Procedure in Neural Module Network—0
Graph-Based Knowledge Integration for Question Answering over Dialogue—0
Graph based Question Answering System—0
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge—0
Graph Based Semi-Supervised Learning Approach for Tamil POS tagging—0
Graph Based Similarity Measures for Synonym Extraction from Parsed Text—0
Graph-Based Tri-Attention Network for Answer Ranking in CQA—0
GraphSOS: Graph Sampling and Order Selection to Help LLMs Understand Graphs Better—0
Graph Collaborative Reasoning—0
GraphEQA: Using 3D Semantic Scene Graphs for Real-time Embodied Question Answering—0
Graph Guided Question Answer Generation for Procedural Question-Answering—0
Graph Elicitation for Guiding Multi-Step Reasoning in Large Language Models—0
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs—0
Graph Neural Networks in Vision-Language Image Understanding: A Survey—0
Graphologue: Exploring Large Language Model Responses with Interactive Diagrams—0
Graph Reasoning for Question Answering with Triplet Retrieval—0
Bilinear Graph Networks for Visual Question Answering—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Graph-Structured Representations for Visual Question Answering—0
GraspCorrect: Robotic Grasp Correction via Vision-Language Model-Guided Feedback—0
GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions—0
GRASS: Unified Generation Model for Speech-to-Semantic Tasks—0
GreaseLM: Graph REASoning Enhanced Language Models—0
Greenback Bears and Fiscal Hawks: Finance is a Jungle and Text Embeddings Must Adapt—0
Green Prompting—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