Text Embedding Evaluation

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3 papers in the last four weeks, down 25% on the four weeks before. 0.0% of all new papers.

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  1. Principles of Concept Representation in Sentence Encoders

    Jun 5, 2026Isabelle Mohr, John Dujany, Jonathan Souquet +1Sentence EmbeddingsCompositional Reasoning

    Idiap Research Institute · Merck KGaA

  2. When Does Complexity Conditioning Help a Frozen Sentence Embedding? A Controlled Study of Per-Sentence and Pair-Level Difficulty Adaptation

    Jun 2, 2026Suhwan HwangSentence EmbeddingsLearning to Rank

  3. SEA-LION-Embedding: Open and Reproducible Text Embeddings for Southeast Asia

    Jun 2, 2026Peerat Limkonchotiwat, Raymond Ng, Sarana Nutanong +1Text EmbeddingsText Embedding Evaluation

    AI Singapore · School of Information Science and Technology, VISTEC

  4. On the Robustness of Multilingual Text Embedding Rankings Across Learning Tasks, Languages, and Benchmark Datasets

    May 29, 2026Ana Gjorgjevikj, Barbara Koroušić Seljak, Tome EftimovMultilingual Language Model EvaluationText Embedding Evaluation

    Computer Systems Department Jožef Stefan Institute Ljubljana, Slovenia

  5. Entity-Collision: A Stratified Protocol for Attributing Retrieval Lift in Agent Memory

    May 28, 2026Youwang DengAgent MemoryText Embedding Evaluation

    Independent Researcher

  6. The Harder Text Embedding Benchmark (HTEB): Beyond One-dimensional Static Robustness

    May 27, 2026Manuel Frank, Haithem AfliText EmbeddingsText Embedding Evaluation

    Department of Computer Science Munster Technological University

  7. Grounding Text Embeddings in Stakeholder Associations

    May 26, 2026Jonathan Rystrøm, Sofie Burgos-Thorsen, Zihao Fu +3Text Embedding EvaluationHuman-in-the-Loop Evaluation

    University of Oxford, UK · Institute for Wicked Problems, Denmark · The Chinese University of Hong Kong, China +2

  8. Benchmarking Patent Embeddings: A Multi-Task Evaluation of 22 Models Across Retrieval, Classification, and Clustering

    May 22, 2026Amirhossein Yousefiramandi, Ciaran CooneyLegal IRClustering

    Clarivate, Intellectual Property Barcelona, Spain 08025

  9. A graph-based analysis of semantic types and coercion in contextualized word embeddings

    May 22, 2026Long Chen, Deniz Ekin YavasText EmbeddingsText Embedding Evaluation

    Heinrich Heine University Düsseldorf

  10. Benchmarking Google Embeddings 2 against Open-Source Models for Multilingual Dense Retrieval and RAG Systems

    May 22, 2026Stefano Cirillo, Domenico Desiato, Giuseppe Polese +1Retrieval-Augmented GenerationText Embedding Evaluation

    University of Salerno · Fisciano, Salerno, Italy · University of Bari +1

  11. One prompt is not enough: Instruction Sensitivity Undermines Embedding Model Evaluation

    May 21, 2026Yevhen Kostiuk, Kenneth EnevoldsenPrompt SensitivityText Embedding Evaluation

    Aarhus University

  12. IdioLink: Retrieving Meaning Beyond Words Across Idiomatic and Literal Expressions

    May 21, 2026Kai Golan Hashiloni, Daniel Fadlon, Lior Livyatan +3Figurative Language UnderstandingSemantic Search

    Data Science Institute, Reichman University, Herzliya, Israel · EfiArazi School of Computer Science, Reichman University, Herzliya, Israel · Vrije Universiteit Amsterdam, The Netherlands

  13. Structure Retention in Embedding Spaces as a Predictor of Benchmark Performance

    May 21, 2026Amanda Myntti, Jenna Kanerva, Veronika Laippala +1Text Embedding EvaluationText Embedding Models

    TurkuNLP, University of Turku, Finland · ELLIS Institute Finland

  14. To MRL or not to MRL: Text Embeddings are Robust to Truncation Without Matryoshka Learning, Except In Heavy Truncation Scenarios

    May 15, 2026Sotaro Takeshita, Yurina Takeshita, Simone Paolo Ponzetto +1Text EmbeddingsRepresentation Learning

    Data and Web Science Group, University of Mannheim, Germany · Independent Researcher · NEC Laboratories Europe, Heidelberg, Germany

  15. Task-Adaptive Embedding Refinement via Test-time LLM Guidance

    May 12, 2026Ariel Gera, Shir Ashury-Tahan, Gal Bloch +2Zero-Shot Text ClassificationLarge Language Model-Guided Optimization

    IBM Research

  16. The Proxy Presumption: From Semantic Embeddings to Valid Social Measures

    May 8, 2026Baishi Li, Ta Yu, Kelvin J. L. Koa +1Text EmbeddingsText Embedding Evaluation

    National University of Singapore · Asian Institute of Digital Finance

  17. Topic Is Not Agenda: A Citation-Community Audit of Text Embeddings

    May 8, 2026Junseon YooText Embedding EvaluationGraph-Based Retrieval

    Pluto Labs

  18. Is Textual Similarity Invariant under Machine Translation? Evidence Based on the Political Manifesto Corpus

    May 1, 2026Daria Boratyn, Damian Brzyski, Albert Leśniak +5Semantic Textual SimilarityText Embedding Evaluation

    aJagiellonian Center for Quantitative Political Science, Jagiellonian University, Kraków, Poland · bAGH University, Kraków, Poland · cJagiellonian Center for Digital Humanities, Jagiellonian University, Kraków, Poland

  19. Why Mean Pooling Works: Quantifying Second-Order Collapse in Text Embeddings

    Apr 30, 2026Tomomasa Hara, Hiroto Kurita, Masaaki Imaizumi +2Text EmbeddingsText Embedding Evaluation

    Tohoku University · The University of Tokyo · Kyoto University +3

  20. SemEval-2026 Task 4: Narrative Story Similarity and Narrative Representation Learning

    Apr 23, 2026Hans Ole Hatzel, Ekaterina Artemova, Haimo Paul Stiemer +2Semantic Textual SimilarityRepresentation Learning

    University of Hamburg1 · Toloka AI2 · German UDS3 +1

  21. Finding Meaning in Embeddings: Concept Separation Curves

    Apr 23, 2026Paul Keuren, Marc Ponsen, Robert Ayoub BagheriSentence EmbeddingsText Embedding Evaluation

    Utrecht University · Statistics Netherlands

  22. TeleEmbedBench: A Multi-Corpus Embedding Benchmark for RAG in Telecommunications

    Apr 20, 2026Pranshav Gajjar, Vijay K ShahText Embedding EvaluationText Embedding Models

    NextG Wireless Lab, North Carolina State University, Raleigh, USA

  23. FLARE: Task-agnostic embedding model evaluation through a normalization process

    Apr 19, 2026Jingzhou Jiang, Yixuan Tang, Yi Yang +1Text Embedding EvaluationText Embedding Models

    The Hong Kong University of Science and Technology

  24. JFinTEB: Japanese Financial Text Embedding Benchmark

    Apr 17, 2026Masahiro Suzuki, Hiroki SakajiText Embedding EvaluationText Embedding Models

    Amova Asset Management Co., Ltd. · Tokyo, Japan · Hokkaido University +1

  25. Comparison of Modern Multilingual Text Embedding Techniques for Hate Speech Detection Task

    Apr 16, 2026Evaldas Vaiciukynas, Paulius Danenas, Linas Ablonskis +5Sentence EmbeddingsText Embedding Evaluation

    Department of Information Systems, Faculty of Informatics, Kaunas University of Technology, Kaunas, Lithuania · Centre of Information Systems Design Technologies, Faculty of Informatics, Kaunas University of Technology, Kaunas, Lithuania

  26. LMEB: Long-horizon Memory Embedding Benchmark

    Mar 13, 2026Xinping Zhao, Xinshuo Hu, Jiaxin Xu +9Text Embedding EvaluationIR Evaluation

    Harbin Institute of Technology (Shenzhen) · Shenzhen Loop Area Institute (SLAI) · Peking University

  27. GRAN-TED: Generating Robust, Aligned, and Nuanced Text Embedding for Diffusion Models

    Dec 17, 2025Bozhou Li, Sihan Yang, Yushuo Guan +6Text Embedding EvaluationT2I Generation

    Peking University · Kling Team, Kuaishou Technology · Xi’an Jiaotong University +1

  28. A Framework for Deductive Semantic Content Analysis at Scale in Science Education Using Text Embeddings

    Aug 27, 2025Jonas Timmann Mjaaland, Markus Fleten Kreutzer, Halvor Tyseng +5Educational TechnologyText Embedding Evaluation

    Center for Interdisciplinary Education, University of Oslo, NO-0316 Oslo, Norway · Laboratory of Atomic and Solid State Physics, Cornell University, Ithaca, NY 14853, USA · Department of Physics, California State University Fullerton, Fullerton, CA 92831, USA +1

  29. ChEmbed: Enhancing Chemical Literature Search Through Domain-Specific Text Embeddings

    Aug 3, 2025Ali Shiraee Kasmaee, Mohammad Khodadad, Mahdi Astaraki +4Text Embedding EvaluationInformation Retrieval

    Department of Computational Science and Engineering, McMaster University, Canada · BASF Canada Inc., Canada · BASF Corporation, USA

  30. Chunk Twice, Embed Once: A Systematic Study of Segmentation and Representation Trade-offs in Chemistry-Aware Retrieval-Augmented Generation

    Jun 13, 2025Mahmoud Amiri, Thomas BocklitzDocument ChunkingText Embedding Evaluation

    Leibniz Institute of Photonic Technology, Albert-Einstein-Strasse 9, 07745 Jena, Germany · Institute of Physical Chemistry and Abbe Center of Photonics, Friedrich Schiller University Jena, Helmholtzweg 4, 07743 Jena, Germany