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Papers Entity Linking

“Entity Linking” 태그가 달린 논문 792편 · 필터 해제

Think Before You Link: Rarity, Reasoning, and Retrieval in Multilingual Entity Linking

2026-09-09 · Parinthapat Pengpun, Simran Khanuja, Graham Neubig hf

Multimodal entity linking grounds entity mentions in text and images to knowledge-base entries. These systems degrade on rare entities, but prior work measures rarity primarily through popularity-based metrics such as pa…

Entity Linking

Query-Side Attacks on GNN-Based KGQA: Tracing Failures from Entity Linking to Answer Generation

2026-08-26 · Pankaj Kumar, Subhankar Mishra arxiv

GNN-based Knowledge Graph Question Answering (KGQA) pipelines process queries through four discrete stages: entity linking, subgraph retrieval, GNN reasoning, and answer generation. Standard robustness evaluations confla…

Graph Question AnsweringAnswer GenerationEntity Linking

Per-Entity Bias Mapping for AI Visibility: Why Brand Mentions Require Entity-Specific Calibration

2026-06-19 · Zoltan Varga arxiv

AI-mediated answer systems increasingly determine how brands and organizations are represented to users. Existing approaches reduce visibility to mention rate or citation frequency. This paper argues that aggregate metri…

Knowledge GraphsEntity Linking

TACO: Task-Aware Column Description Generation Using LLMs

2026-06-19 · Ting Cai, Rakesh R. Menon, Yiru Chen, Zifan Liu 외 arxiv

Generating accurate and informative column descriptions (e.g. "membership status of customers" for the column name "cust_mem") is essential for a wide range of downstream NLP tasks on tabular data, including NL2SQL, tabl…

Question AnsweringEntity Linking

From Regulatory Approvals to Patents: Cross-Domain Linking for Cardiovascular Device Traceability

2026-06-06 · Yang Qingqing, Liu Haijiang, Li Moyan arxiv

Linking FDA-approved medical devices to their underlying United States Patent and Trademark Office (USPTO) patents enables critical applications such as recall root-cause analysis, M&A-driven IP discovery, and technology…

Semantic SimilarityEntity Linking

What's the Point? Spatial Grammar & Index Resolution for Sign Language Processing

2026-06-06 · Oline Ranum, Simon Hadfield, Richard Bowden arxiv

Sign language models are predominantly trained with gloss-sequence or text supervision, thereby under-modeling non-lexical and productive constructions. One comparatively tractable instance is spatial indexing: pointing …

Sign Language RecognitionEntity Linking

LELA: An End-to-end LLM-based Entity Linking Framework with Zero-shot Domain Adaptation

2026-05-26 · Samy Haffoudhi, Nikola Dobričić, Fabian Suchanek, Nils Holzenberger arxiv

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 Linking

BeLink: Biomedical Entity Linking Meets Generative Re-Ranking

2026-05-21 · Darya Shlyk, Stefano Montanelli, Lawrence Hunter arxiv

Despite recent progress, Biomedical Entity Linking (BEL) with large language models (LLMs) remains computationally inefficient and challenging to deploy in practical settings. In this work, we demonstrate that instructio…

Entity Linking

LLM-Based Financial Sentiment Analysis in Arabic: Evidence from Saudi Markets

2026-05-19 · Mona H. Albaqawi, Eman M. Albalkhi, Joud A. Albaiti, Enrico Lopedoto arxiv

Investor sentiment shapes financial markets, yet modeling sentiment in Arabic financial contexts remains challenging due to linguistic complexity and limited resources. We present an Arabic NLP framework for large-scale …

Sentiment AnalysisEntity Linking

What Do Biomedical NER and Entity Linking Benchmarks Measure? A Corpus-Centric Diagnostic Framework

2026-05-19 · Robert Leaman, Rezarta Islamaj, Zhiyong Lu arxiv

Biomedical named entity recognition (NER) and entity linking (EL) strongly depend on annotated corpora, but the utility of these resources for benchmarking is often assumed rather than characterized. We present a corpus-…

Entity Linking

LongBEL: Long-Context and Document-Consistent Biomedical Entity Linking

2026-05-13 · Adam Remaki, Xavier Tannier, Christel Gérardin arxiv

Biomedical entity linking maps textual mentions to concepts in structured knowledge bases such as UMLS or SNOMED CT. Most existing systems link each mention independently, using only the mention or its surrounding senten…

Entity Linking

IRC-Bench: Recognizing Entities from Contextual Cues in First-Person Reminiscences

2026-05-07 · Yehudit Aperstein, Eden Moran, Alexander Apartsin arxiv

When people recount personal memories, they often refer to people, places, and events indirectly, relying on con-textual cues rather than explicit names. Such implicit references are central to reminiscence narratives: f…

Coreference ResolutionEntity Linking

Multi-Perspective Evidence Synthesis and Reasoning for Unsupervised Multimodal Entity Linking

2026-04-22 · Mo Zhou, Jianwei Wang, Kai Wang, Helen Paik 외 arxiv

Multimodal Entity Linking (MEL) is a fundamental task in data management that maps ambiguous mentions with diverse modalities to the multimodal entities in a knowledge base. However, most existing MEL approaches primaril…

Graph Neural NetworkEntity Linking

BioELX: Cross-lingual Biomedical Entity Linking via Alias-based Retrieval and LLM Ranking

2026-04-09 · Yi Wang, Corina Dima, Liangyu Zhong, Steffen Staab arxiv

Cross-lingual biomedical entity linking (BEL) maps mentions in any language to unique identifiers in a biomedical knowledge base (KB), supporting clinical and biomedical NLP applications. However, expert-annotated traini…

Entity Linking

Team Fusion@ SU@ BC8 SympTEMIST track: transformer-based approach for symptom recognition and linking

2026-04-07 · Georgi Grazhdanski, Sylvia Vassileva, Ivan Koychev, Svetla Boytcheva arxiv

This paper presents a transformer-based approach to solving the SympTEMIST named entity recognition (NER) and entity linking (EL) tasks. For NER, we fine-tune a RoBERTa-based (1) token-level classifier with BiLSTM and CR…

Entity Linking

CADEL: A Corpus of Administrative Web Documents for Japanese Entity Linking

2026-03-31 · Shohei Higashiyama, Masao Ideuchi, Masao Utiyama arxiv

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 Linking

Transcription and Recognition of Italian Parliamentary Speeches Using Vision-Language Models

2026-03-30 · Luigi Curini, Alfio Ferrara, Giovanni Pagano, Sergio Picascia arxiv

Parliamentary proceedings represent a rich yet challenging resource for computational analysis, particularly when preserved only as scanned historical documents. Existing efforts to transcribe Italian parliamentary speec…

Speaker IdentificationSemantic SegmentationEntity Linking

Beyond Fine-Tuning: Robust Food Entity Linking under Ontology Drift with FoodOntoRAG

2026-03-10 · Jan Drole, Ana Gjorgjevikj, Barbara Korouši'c Seljak, Tome Eftimov arxiv

Standardizing food terms from product labels and menus into ontology concepts is a prerequisite for trustworthy dietary assessment and safety reporting. The dominant approach to Named Entity Linking (NEL) in the food and…

Entity Linking

A Dataset for Named Entity Recognition and Relation Extraction from Art-historical Image Descriptions

2026-02-22 · Stefanie Schneider, Miriam Göldl, Julian Stalter, Ricarda Vollmer arxiv

This paper introduces FRAME (Fine-grained Recognition of Art-historical Metadata and Entities), a manually annotated dataset of art-historical image descriptions for Named Entity Recognition (NER) and Relation Extraction…

Relation ExtractionEntity Linking

The Million-Label NER: Breaking Scale Barriers with GLiNER bi-encoder

2026-02-11 · Ihor Stepanov, Mykhailo Shtopko, Dmytro Vodianytskyi, Oleksandr Lukashov arxiv

This paper introduces GLiNER-bi-Encoder, a novel architecture for Named Entity Recognition (NER) that harmonizes zero-shot flexibility with industrial-scale efficiency. While the original GLiNER framework offers strong g…

Entity Linking
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