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 6901–6950 of 10817 papers

TitleStatusHype
Neuro Symbolic Reasoning for Planning: Counterexample Guided Inductive Synthesis using Large Language Models and Satisfiability Solving—0
Neuro-Symbolic Spatio-Temporal Reasoning—0
An End-to-End Evaluation of Two Situated Dialog Systems—0
Knowledge Proxy Intervention for Deconfounded Video Question Answering—0
Neuro-Symbolic VQA: A review from the perspective of AGI desiderata—0
Neuro-Vision to Language: Enhancing Brain Recording-based Visual Reconstruction and Language Interaction—0
Knowledge Portability with Semantic Expansion of Ontology Labels—0
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph—0
DelucionQA: Detecting Hallucinations in Domain-specific Question Answering—0
NEVLP: Noise-Robust Framework for Efficient Vision-Language Pre-training—0
Knowledge Models for Cancer Clinical Practice Guidelines : Construction, Management and Usage in Question Answering—0
New Ideas and Trends in Deep Multimodal Content Understanding: A Review—0
Knowledge Informed Semantic Parsing for Conversational Question Answering—0
News about the Romanian Wordnet—0
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models—0
Delexicalized transfer parsing for low-resource languages using transformed and combined treebanks—0
An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective—0
Adv-BERT: BERT is not robust on misspellings! Generating nature adversarial samples on BERT—0
A Comparative Study of Transformer-Based Language Models on Extractive Question Answering—0
KnowledgeHub: An end-to-end Tool for Assisted Scientific Discovery—0
Knowledge Hierarchy Guided Biological-Medical Dataset Distillation for Domain LLM Training—0
A Visual Question Answering Method for SAR Ship: Breaking the Requirement for Multimodal Dataset Construction and Model Fine-Tuning—0
Knowledge Guided Named Entity Recognition for BioMedical Text—0
Knowledge Graphs: The Future of Data Integration and Insightful Discovery—0
Knowledge Graphs Querying—0
A Visually-Aware Conversational Robot Receptionist—0
An End-to-End Chinese Discourse Parser with Adaptation to Explicit and Non-explicit Relation Recognition—0
Knowledge Graphs, Large Language Models, and Hallucinations: An NLP Perspective—0
NL2KB: Resolving Vocabulary Gap between Natural Language and Knowledge Base in Knowledge Base Construction and Retrieval—0
Knowledge Graphs for Multilingual Language Translation and Generation—0
Knowledge Graphs are all you need: Leveraging KGs in Physics Question Answering—0
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding—0
A Vision Centric Remote Sensing Benchmark—0
NLP-AKG: Few-Shot Construction of NLP Academic Knowledge Graph Based on LLM—0
Knowledge Graphs and Knowledge Networks: The Story in Brief—0
Knowledge Graph Reasoning Based on Attention GCN—0
Knowledge Graph Question Answering via SPARQL Silhouette Generation—0
NLProlog: Reasoning with Weak Unification for Natural Language Question Answering—0
DeepStory: Video Story QA by Deep Embedded Memory Networks—0
AVIS: Autonomous Visual Information Seeking with Large Language Model Agent—0
An End-to-end Approach to Learning Semantic Frames with Feedforward Neural Network—0
Knowledge Graph Question Answering for Materials Science (KGQA4MAT): Developing Natural Language Interface for Metal-Organic Frameworks Knowledge Graph (MOF-KG) Using LLM—0
A View From the Crowd: Evaluation Challenges for Time-Offset Interaction Applications—0
Knowledge Graph Papers @ ICLR 2021—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
Knowledge Graph Embedding with Hierarchical Relation Structure—0
A Vietnamese Text-Based Conversational Agent—0
An Encoder Attribution Analysis for Dense Passage Retriever in Open-Domain Question Answering—0
Knowledge Graph - Deep Learning: A Case Study in Question Answering in Aviation Safety Domain—0
Knowledge Graph Curation: A Practical Framework—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