Cover Image

Beyond Cosine Similarity: Taming Semantic Drift and Antonym Intrusion in a 15-Million Node Turkish Synonym Graph

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tosun, Ebubekir, Buldur, Mehmet Emin, Ezerceli, Özay, ElHussieni, Mahmoud
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Hybrid Protocol for Large-Scale Semantic Dataset Generation in Low-Resource Languages: The Turkish Semantic Relations Corpus
by: Tosun, Ebubekir, et al.
Published: (2026)

PARROT: Persuasion and Agreement Robustness Rating of Output Truth -- A Sycophancy Robustness Benchmark for LLMs
by: Çelebi, Yusuf, et al.
Published: (2025)

RDP LoRA: Geometry-Driven Identification for Parameter-Efficient Adaptation in Large Language Models
by: Çelebi, Yusuf, et al.
Published: (2026)

TurkColBERT: A Benchmark of Dense and Late-Interaction Models for Turkish Information Retrieval
by: Ezerceli, Özay, et al.
Published: (2025)

TurkEmbed: Turkish Embedding Model on NLI & STS Tasks
by: Ezerceli, Özay, et al.
Published: (2025)

TurkEmbed4Retrieval: Turkish Embedding Model for Retrieval Task
by: Ezerceli, Özay, et al.
Published: (2025)

Doppler-Enhanced Deep Learning: Improving Thyroid Nodule Segmentation with YOLOv5 Instance Segmentation
by: Hussieni, Mahmoud El
Published: (2025)

Turk-LettuceDetect: A Hallucination Detection Models for Turkish RAG Applications
by: Taş, Selva, et al.
Published: (2025)

Antonym vs Synonym Distinction using InterlaCed Encoder NETworks (ICE-NET)
by: Ali, Muhammad Asif, et al.
Published: (2024)

Introducing FDSA (Fuzzy Dictionary of Synonyms and Antonyms): Applications on Information Retrieval and Stand-Alone Use
by: Fernández Lanza, Santiago, et al.
Published: (2003)

Bhav-Net: Knowledge Transfer for Cross-Lingual Antonym vs Synonym Distinction via Dual-Space Graph Transformers
by: Sanghvi, Samyak S.
Published: (2025)

Beyond Cosine Similarity
by: Ai, Xinbo
Published: (2026)

Does Sequential Use of Multiple Chatbots Influence Emergency Guidance for Dental Avulsion?
by: Mehmet Buldur, et al.
Published: (2026)

In‐vivo evaluation of the effects of short‐term dehydration and rehydration on the color differences of immature permanent incisor teeth
by: Mehmet Buldur, et al.
Published: (2024)

Benefit-cost analysis of alternative techniques of production for employment creation
by: Ozay Mehmet
Published: (1971)

L'analyse coûts-avantages des diverses techniques de production et la création d'emplois
by: Ozay Mehmet
Published: (1971)

Análisis de la relación beneficios-costos de distintas técnicas de producción para la creación de empleos
by: Ozay Mehmet
Published: (1971)

Detecting Turkish Synonyms Used in Different Time Periods
by: Yazar, Umur Togay, et al.
Published: (2024)

A TRIANGLE Enables Multimodal Alignment Beyond Cosine Similarity
by: Cicchetti, Giordano, et al.
Published: (2025)

Semantics at an Angle: When Cosine Similarity Works Until It Doesn't
by: You, Kisung
Published: (2025)

Is Cosine-Similarity of Embeddings Really About Similarity?
by: Steck, Harald, et al.
Published: (2024)

Rethinking Layer Relevance in Large Language Models Beyond Cosine Similarity
by: Hinostroza, Cristian, et al.
Published: (2026)

Mask-to-Height: A YOLOv11-Based Architecture for Joint Building Instance Segmentation and Height Classification from Satellite Imagery
by: Hussieni, Mahmoud El, et al.
Published: (2025)

Guided Decoding and Its Critical Role in Retrieval-Augmented Generation
by: Uğur, Özgür, et al.
Published: (2025)

Beyond Cosine Similarity: Magnitude-Aware CLIP for No-Reference Image Quality Assessment
by: Liao, Zhicheng, et al.
Published: (2025)

Cosine-Similarity Routing with Semantic Anchors for Interpretable Mixture-of-Experts Language Models
by: Ternovtsii, Ivan, et al.
Published: (2025)

The Hidden Pitfalls of the Cosine Similarity Loss
by: Draganov, Andrew, et al.
Published: (2024)

RE-TRIANGLE: Does TRIANGLE Enable Multimodal Alignment Beyond Cosine Similarity in Retrieval?
by: Ghosh, Arijit, et al.
Published: (2026)

Variance-Adjusted Cosine Distance as Similarity Metric
by: Sahoo, Satyajeet, et al.
Published: (2025)

Religious Affairs and the Importance of Global Peace and Mediation Initiatives in Sectarian Conflicts and Programs to Combat Islamophobia
by: Kılıç, Mehmet Emin
Published: (2025)

An exploration for higher efficiency in multi objective optimisation with reinforcement learning
by: Aydin, Mehmet Emin
Published: (2025)

Venlafaxine induced akathisia: a case report
by: Mehmet Emin Ceylan
Published: (2016)

Semantic Arithmetic Coding using Synonymous Mappings
by: Liang, Zijian, et al.
Published: (2024)

Semantic Huffman Coding using Synonymous Mapping
by: Xu, Jin, et al.
Published: (2024)

Beyond Cosine Similarity: Zero-Initialized Residual Complex Projection for Aspect-Based Sentiment Analysis
by: Wang, Yijin, et al.
Published: (2026)

Education model for the Turkish century: Teachers' views on the 9th grade biology curriculum
by: Meryem Konu Kadirhanoğullari, et al.
Published: (2025)

The Mediating Role of Parental Interest in School in the Relationship Between Self‐Regulation and Emotion Regulation
by: Birgül Tosun, et al.
Published: (2025)

Joint Estimation of Multiple RF Impairments Using Deep Multi-Task Learning
by: Aygul, Mehmet Ali, et al.
Published: (2021)

Embracing Ambiguity: Improving Similarity-oriented Tasks with Contextual Synonym Knowledge
by: Li, Yangning, et al.
Published: (2022)

Quantifying True Robustness: Synonymity-Weighted Similarity for Trustworthy XAI Evaluation
by: Burger, Christopher
Published: (2025)