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Methodology
← Representation
Knowledge & Reasoning
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Representation
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Knowledge Graphs
1534 directly classified papers
Papers per year
2002: 1
2006: 2
2007: 2
2008: 3
2009: 2
2010: 6
2011: 4
2012: 4
2013: 11
2014: 1
2016: 15
2017: 47
2018: 77
2019: 131
2020: 157
2021: 179
2022: 243
2023: 207
2024: 200
2025: 241
2026: 1
Papers
Coconut: Contextualized Commonsense Unified Transformers for Graph-Based Commonsense Augmentation of Language Models
ACL 2024
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs
ACL 2024
Structuring Sustainability Reports for Environmental Standards with LLMs guided by Ontology
ACL 2024
ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs
ACL 2024
Application of Generative AI as an Enterprise Wikibase Knowledge Graph Q&A System
ACL 2024
Information Theoretically Optimal Sample Complexity of Learning Dynamical Directed Acyclic Graphs
AISTATS 2024
TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation
COLING 2024
Directed Hypergraph Representation Learning for Link Prediction
AISTATS 2024
Fine-Grained Modeling of Narrative Context: A Coherence Perspective via Retrospective Questions
ACL 2024
Call Me When Necessary: LLMs can Efficiently and Faithfully Reason over Structured Environments
ACL 2024
End-to-End Ontology Learning with Large Language Models
NIPS 2024
Large Language Models for Biomedical Knowledge Graph Construction: Information extraction from EMR notes
ACL 2024
Word-level Commonsense Knowledge Selection for Event Detection
COLING 2024
Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling Cases
NIPS 2024
KGAST: From Knowledge Graphs to Annotated Synthetic Texts
ACL 2024
KG-Adapter: Enabling Knowledge Graph Integration in Large Language Models through Parameter-Efficient Fine-Tuning
ACL 2024
Confidence is not Timeless: Modeling Temporal Validity for Rule-based Temporal Knowledge Graph Forecasting
ACL 2024
GraphVis: Boosting LLMs with Visual Knowledge Graph Integration
NIPS 2024
$\textit{NeuroPath}$: A Neural Pathway Transformer for Joining the Dots of Human Connectomes
NIPS 2024
Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question Answering
EMNLP 2024
Link Prediction in Multilayer Networks via Cross-Network Embedding
AAAI 2024
Domain Adaptation for Large-Vocabulary Object Detectors
NIPS 2024
Knowledge Graph Extraction from Total Synthesis Documents
ACL 2024
Text2DB: Integration-Aware Information Extraction with Large Language Model Agents
ACL 2024
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs
ACL 2024
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