Papers Entity Disambiguation
“Entity Disambiguation” 태그가 달린 논문 168편 · 필터 해제
Understanding Why Language Models Hallucinate: Testing Reasoning Against Priors
Large language models often produce hallucinated answers that violate prompt-level constraints. A key diagnostic question is whether these failures reflect missing knowledge, or whether the model has the relevant informa…
Entity DisambiguationLELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation
Entity linking is a key component of many downstream NLP systems, yet existing approaches are often tied to the specific target knowledge bases and domains, limiting their real world application. In this paper, we extend…
Entity DisambiguationDomain AdaptationEntity LinkingRAGA: Reading-And-Graph-building-Agent for Autonomous Knowledge Graph Construction and Retrieval-Augmented Generation
Existing LLM-driven knowledge graph (KG) construction methods predominantly employ stateless batch processing pipelines, exhibiting structural deficiencies in cross-chunk semantic relation capture, entity disambiguation,…
Entity DisambiguationPASC: Pipeline-Aware Conformal Prediction with Joint Coverage Guarantees for Multi-Stage NLP and LLM Pipelines
Modern NLP and LLM systems are pipelines: named entity recognition (NER) -> entity disambiguation (NED) -> entity typing, retrieval-augmented generation (retriever -> reader), and agentic chains of planner -> tool -> cri…
Entity DisambiguationEntity TypingOntoKG: Ontology-Oriented Knowledge Graph Construction with Intrinsic-Relational Routing
Organizing a large-scale knowledge graph into a typed property graph requires structural decisions -- which entities become nodes, which properties become edges, and what schema governs these choices. Existing approaches…
Entity DisambiguationCADEL: A Corpus of Administrative Web Documents for Japanese Entity Linking
Entity linking is the task of associating linguistic expressions with entries in a knowledge base that represent real-world entities and concepts. Language resources for this task have primarily been developed for Englis…
Entity DisambiguationEntity LinkingENEIDE: A High Quality Silver Standard Dataset for Named Entity Recognition and Linking in Historical Italian
This paper introduces ENEIDE (Extracting Named Entities from Italian Digital Editions), a silver standard dataset for Named Entity Recognition and Linking (NERL) in historical Italian texts. The corpus comprises 2,111 do…
Entity DisambiguationIdentifying the Geographic Foci of US Local News
Local journalism is vital in democratic societies where it informs people about local issues like, school board elections, small businesses, local health services, etc. But mounting economic pressures have made it increa…
Entity DisambiguationRetrieval Augmented Generation of Literature-derived Polymer Knowledge: The Example of a Biodegradable Polymer Expert System
Polymer literature contains a large and growing body of experimental knowledge, yet much of it is buried in unstructured text and inconsistent terminology, making systematic retrieval and reasoning difficult. Existing to…
Entity DisambiguationHarnessing Deep LLM Participation for Robust Entity Linking
Entity Linking (EL), the task of mapping textual entity mentions to their corresponding entries in knowledge bases, constitutes a fundamental component of natural language understanding. Recent advancements in Large Lang…
Natural Language UnderstandingEntity DisambiguationEntity LinkingContextual Augmentation for Entity Linking using Large Language Models
Entity Linking involves detecting and linking entity mentions in natural language texts to a knowledge graph. Traditional methods use a two-step process with separate models for entity recognition and disambiguation, whi…
Entity DisambiguationEntity LinkingPARCO: Phoneme-Augmented Robust Contextual ASR via Contrastive Entity Disambiguation
Automatic speech recognition (ASR) systems struggle with domain-specific named entities, especially homophones. Contextual ASR improves recognition but often fails to capture fine-grained phoneme variations due to limite…
Entity DisambiguationSpeech RecognitionAI's Blind Spots: Geographic Knowledge and Diversity Deficit in Generated Urban Scenario
Image generation models are revolutionizing many domains, and urban analysis and design is no exception. While such models are widely adopted, there is a limited literature exploring their geographic knowledge, along wit…
DiversityEntity DisambiguationImage GenerationVerify-in-the-Graph: Entity Disambiguation Enhancement for Complex Claim Verification with Interactive Graph Representation
Claim verification is a long-standing and challenging task that demands not only high accuracy but also explainability of the verification process. This task becomes an emerging research issue in the era of large languag…
Claim VerificationEntity DisambiguationFact CheckingRoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval
Large Language Models (LLMs) have shown promise in character imitation, enabling immersive and engaging conversations. However, they often generate content that is irrelevant or inconsistent with a character's background…
AttributeEntity DisambiguationRetrievalEvaluating Design Decisions for Dual Encoder-based Entity Disambiguation
Entity disambiguation (ED) is the task of linking mentions in text to corresponding entries in a knowledge base. Dual Encoders address this by embedding mentions and label candidates in a shared embedding space and apply…
Entity DisambiguationA Grounded Memory System For Smart Personal Assistants
A wide variety of agentic AI applications - ranging from cognitive assistants for dementia patients to robotics - demand a robust memory system grounded in reality. In this paper, we propose such a memory system consisti…
Entity DisambiguationImage CaptioningQuestion AnsweringRetrieval+1Knowledge Graphs for Enhancing Large Language Models in Entity Disambiguation
Recent advances in Large Language Models (LLMs) have positioned them as a prominent solution for Natural Language Processing tasks. Notably, they can approach these problems in a zero or few-shot manner, thereby eliminat…
Entity DisambiguationHallucinationKnowledge GraphsRAKG:Document-level Retrieval Augmented Knowledge Graph Construction
With the rise of knowledge graph based retrieval-augmented generation (RAG) techniques such as GraphRAG and Pike-RAG, the role of knowledge graphs in enhancing the reasoning capabilities of large language models (LLMs) h…
coreference-resolutionCoreference ResolutionEntity Disambiguationgraph construction+4Unmasking the Reality of PII Masking Models: Performance Gaps and the Call for Accountability
Privacy Masking is a critical concept under data privacy involving anonymization and de-anonymization of personally identifiable information (PII). Privacy masking techniques rely on Named Entity Recognition (NER) approa…
Entity Disambiguationnamed-entity-recognitionNamed Entity RecognitionNamed Entity Recognition (NER)+2