Sentence Encoders

Follow this topic Ask about this topic

Momentum

10 papers in the last four weeks, up 150% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 48

All topics

SCORE-LM: State-Space Radar Representations with Language Models for Fault Diagnosis
Sep 30, 2026Mainak Mallick, Seung-Kyum ChoiFault Diagnosis Radar
Georgia Institute of Technology, Atlanta, GA, USA
Geometry-Conditioned Fixed-Scaffold Encoders for Time-Warp Robust Sequence Retrieval
Sep 29, 2026Cassandra Yang, Yufan TangSentence Encoders Geogs-Slam
New York University · Fudan University
Retrieving Biblical Intertextual References in Karen Blixen's Seven Gothic Tales
Sep 28, 2026András Kovács, Alexander Conroy, Daniel Hershcovich +1Historical Manuscripts Term Frequency-Inverse Document Frequency
Department of Nordic Studies and Linguistics, University of Copenhagen, Copenhagen, Denmark · Department of Computer Science, University of Copenhagen, Copenhagen, Denmark
Reasoning with Continuous Latent Diffusion
Sep 28, 2026Xiang ChengEfficient Latent Reasoning Latent Flow
Duke University Department of Electrical and Computer Engineering
ReCAT: Remember, Count, and Time: Structured Recurrent Memory for Robot Manipulation
Sep 28, 2026Pankhuri Vanjani, Mostafa Hatab, Can Mizrakli +4Robotic Manipulation Recurrent Model
Intuitive Robots Lab, Karlsruhe Institute of Technology (KIT), Germany · University of Edinburgh, UK · NVIDIA +1
ColNanoVDR: Document-Free Query Distillation for Multi-Vector Visual Document Retrieval via Optimal Transport
Sep 28, 2026Zhuchenyang Liu, Ziyi Wang, Yao Zhang +1Visual Document Retrieval Retrievers
Aalto University, Finland · Independent Researcher, Netherlands
DEFINE: Exemplar-Guided Accent Control for Zero-Shot TTS
Sep 26, 2026Ambuj Mehrish, Abhinaba Roy, Alex Ivanov +2Flow-Matching Text-To-Speech Accents
Ca’ Foscari University of Venice · Singapore University of Technology and Design · Kandinsky Lab +1
Repurposing Pre-trained LLMs as High Fidelity Continuous Text Autoencoders
Sep 23, 2026Arkanath Pathak, Unnat Jain, Alexander C. BergAutoencoder Architectures Sentence Encoders
University of California, Irvine
REVE: Efficient Hallucination Correction for Large Audio-Language Models via Reused Encoder States
Sep 22, 2026Hongjin Song, Jiasheng Kuang, Xinyu Yang +4Sound Event Detection Large Audio Language Models
Beijing Institute of Technology, Zhuhai, Guangdong, China
TEDi: Temporal Memory-Enhanced and Denoising Transformer for Surgical Instrument Segmentation
Sep 15, 2026Jiahong Yuan, Weiming Mi, Tao Zhang +1Iterative Denoising Methods Tokan
Department of Automation, Tsinghua University, Beijing, China · Surgical Planning Laboratory, Brigham and Women’s Hospital, Harvard Medical School, United States
Compressing Streaming Neural Audio Encoders via Latent-Space Distillation
Sep 3, 2026Prasanth Yadla, Mohammad Samragh, Dongseong Hwang +7Neural Speech Codecs Dataset Distillation
Apple
Generative vs. Encoder Models for Multilingual NER: A Comprehensive Empirical Study on Naamapadam
Aug 30, 2026Jakkala Mahesh, Jatavath Shravan Kumar, Komalla Shivani +1Named-Entity Recognition Sentence Encoders
Rajiv Gandhi University of Knowledge Technologies, Basar, Telangana, India
Auditing Generative Audio Calls for Known-Task Audio-LLM Evaluation
Aug 28, 2026Mengzhe GengModern Generative Audio Models Large Audio Language Models
National Research Council Canada
Learning Exact NVIDIA SASS Encoders with $\mathbb{F}_2$ Linear Algebra
Aug 20, 2026Jiading GaiNvidia Encoders
Independent Researcher.
LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers
Aug 7, 2026Tao Feng, Fangxu Yu, Haozhen Zhang +9Large Language Model Routing Inference Cost
University of Illinois Urbana-Champaign · University of Maryland, College Park · 3Nanyang Technological University +2
ReGenVC: End-to-End Real-Time Generative Video Coding at Ultra-Low Bitrate
Jul 30, 2026Zheyuan Zhang, Johnson WuUltra-Low Bitrates Real-Time Systems
Intel Corporation
Zero-Shot Face-to-Speech Synthesis via Latent Space Adaptation of a Style-Diffusion TTS Model
Jul 29, 2026Carlos Muñoz-Romero, Jose A. Gonzalez-LopezFlow-Matching Text-To-Speech Zero-Shot
Universitat Oberta de Catalunya (UOC), Spain · Monoceros Labs, Spain · Dpt. of Signal Theory, Telematics and Communications, University of Granada, Spain
The JEPA Paradox in Language: The Geometry of Linguistic Alternatives
Jul 26, 2026Anh Trac Duc Dinh, Khang Nhat Hoang VoJoint-Embedding Predictive Architectures Latent Prediction
Center for AI Research (CAIR), VinUniversity, Hanoi, Vietnam · Faculty of Computer Science and Engineering Ho Chi Minh City University of Technology (HCMUT), VNU-HCM Ho Chi Minh City, Vietnam · Mohamed bin Zayed University of Artificial Intelligence Abu Dhabi, United Arab Emirates
KALE: Kernel Alignment with Loss Equilibration for Stable CLIP-DINOv2 Alignment at Web Scale
Jul 21, 2026Michał PawłowiczLatent Representation Alignment Sentence Encoders
Analysis-by-Proxy: Localization Signals in VLMs Operating as Condition Encoders
Jul 7, 2026Yoav Baron, Sara Dorfman, Roni Paiss +2Diffusion-Based Image Editing Object Localization
Tel Aviv University, Tel Aviv, Israel · Google DeepMind.
Parameter-Free Encoders Remain Viable for RDB Foundation Models
Jul 6, 2026Linjie Xu, David WipfTabular Foundation Models Sentence Encoders
University of Hong Kong, Shanghai X-Lab.
CARD: Cross-component Audio Representation Distillation for Encoder-Free Audio Captioning
Jul 6, 2026Ganesh Pavan Kartikeya Bharadwaj Kolluri, Yuchen Zhang, Michael Kampouridis +1Opencode Sentence Encoders
School of Computer Science and Electronic Engineering, University of Essex · Institute for Analytics and Data Science, University of Essex
Separating Representation from Reconstruction Enables Scalable Text Encoders
Jul 4, 2026Megi Dervishi, Mathurin Videau, Yann LeCunSentence Encoders Encoders
FAIR · 3New York University
WeightCLIP: Aligning Datasets and Models for Weight Space Learning
Jul 3, 2026Aron Asefaw, Konstantinos Tzevelekakis, Damian Falk +2Weight-Space Neural Network
School of Computer Science, University of St.Gallen, Switzerland.
FlexTab: A Flexible Encoder-Decoder Architecture for In-Context Learning Across Diverse Tabular Tasks
Jun 29, 2026Marek Polewczyk, Maximilian Schambach, Marco Spinaci +2Tabular Learning Tabular Data
1SAP SE · 2SAP France
Rethinking the Adaptation of Vision Foundation Models for Efficient Cell Segmentation
Jun 20, 2026Qing Xu, Xiangjian He, Wenting Duan +2Recent Vision Foundation Models Vision Foundation Models
School of Computer Science, University of Nottingham, UK · School of Computer Science, University of Nottingham Ningbo China, China · School of Engineering and Physical Science, University of Lincoln, UK +2
Encoder Winners Do Not Reliably Transfer Across VLA Backbone Scale: A Frozen-Backbone Grafting Diagnostic
Jun 12, 2026Qingping Zeng, Fei SheSentence Encoders Encoders
Tsinghua University
Holding the FP8 Quality Ceiling at 8-Bit Weights and Activations: INT8 and GGUF Post-Training Quantization of Ideogram 4.0 for Consumer GPUs
Jun 10, 2026Deep Gandhi, Ali Asaria, Tony SalomonePost-Training Quantization Sentence Encoders
Transformer Lab
UR-BERT: Scaling Text Encoders for Massively Multilingual TTS Through Universal Romanization and Speech Token Prediction
Jun 10, 2026Sangmin Lee, Eekgyun Ahn, Woongjib Choi +1Multilingual Automatic Speech Recognition Speech Encoder
Dept. of Electrical and Electronic Engineering, Yonsei University, Seoul, South Korea
From Patches to Patients: A study of the tile-to-slide performance transferability in Digital Pathology
Jun 9, 2026Sofiène Boutaj, Leo Fillioux, Maria Vakalopoulou +2Wireless Foundation Models Multiple Instance Learning
Université Paris-Saclay, CentraleSupélec, Gustave Roussy, INSERM, IHU PRISM, Cancer Data Science Unit, France · Université Paris-Saclay, CentraleSupélec, MICS Laboratory, France
Principles of Concept Representation in Sentence Encoders
Jun 5, 2026Isabelle Mohr, John Dujany, Jonathan Souquet +1Sentence Encoders Semantic Representations
Idiap Research Institute · Merck KGaA
MimeLens: Position-Agnostic Content-Type Detection for Binary Fragments
Jun 2, 2026Michael J. BommaritoMalware Large Language Model Classification
Peacemaker at ATE-IT: Automatic term extraction from Italian text for waste management data using encoder model
May 31, 2026Mahdi Bakhtiyarzadeh, Hadi Bayrami Asl Tekanlou, Jafar RazmaraExtraction Italian Texts
Department of Computer Science, University of Tabriz, 29 Bahman Boulevard, Tabriz 51666-16471, Iran
Efficient Temporal Modeling for Mobile Sleep Staging via Lightweight Random Attention
May 31, 2026Guisong Liu, Pengfei Wei, Jainsong Zhang +1Sleep Temporal Attention
School of Biological Science and Medical Engineering Southeast University Nanjing, China · School of Computer Science & Software Engineering Shenzhen University Shenzhen, China · Donders Institute for Brain, Cognition and Behaviour Radboud University Medical Center Nijmegen, The Netherlands
Prompt Codebooks: Discrete Compositional Optimization for Language Model Instruction Refinement
May 27, 2026Jyotirmoy Nath, Neeraj Kumar, Brejesh LallInstruction-Tuned Models Codebooks
1IIT Delhi, India
Boosting Knowledge Graph Foundation Models via Enhanced Negative Sampling
May 26, 2026Yinan Liu, Wenjin Xu, Zhiyuan Zha +2Knowledge Graph Completion Knowledge Graphs
Northeastern University Shenyang, China
Learning Reference-Guided Exposure Correction with Hybrid Illumination Characteristics
May 26, 2026Hao Ren, Zetong Bi, Zhaoliang Wan +1Illumination Variations Exposure
School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China
Thermo-VL: Extending Vision-Language Models to Thermal Infrared Perception
May 21, 2026Rusiru Thushara, Yasiru Ranasinghe, Jay Paranjape +1Recent Vision-Language Models Rgb-Thermal
Department of Electrical & Computer Engineering, Johns Hopkins University, Baltimore, MD 21218 USA
An Application-Layer Multi-Modal Covert-Channel Reference Monitor for LLM Agent Egress
May 20, 2026Alfredo MetereAttacker Large Language Model Personalized Large Language Model Agents
Enclawed, LLC, California, USA
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 +1Matryoshka Representation Learning Text Embeddings
Data and Web Science Group, University of Mannheim, Germany · Independent Researcher · NEC Laboratories Europe, Heidelberg, Germany
STRABLE: Benchmarking Tabular Machine Learning with Strings
May 12, 2026Gioia Blayer, Myung Jun Kim, Félix Lefebvre +8Tabular Learning Mle-Bench Lite
SODA Team, INRIA Saclay, Palaiseau, France · Prior Labs · University of Freiburg +3
HEART: Hyperspherical Embedding Alignment via Kent-Representation Traversal in Diffusion Models
May 8, 2026Arani Roy, Shristi Das Biswas, Kaushik RoyText-To-Image Diffusion Models Diffusion Models
Purdue University
Spoken Language Identification with Pre-trained Models and Margin Loss
May 3, 2026Zhihua Fang, Liang He, Weiwu JiangPretraining Sentence Encoders
School of Computer Science and Technology, Xinjiang University, Urumqi, China · 4Central R&D Department, AGIBOT, Shanghai, China · School of Intelligence Science and Technology, Xinjiang University, Urumqi, China +1
K-SENSE: A Knowledge-Guided Self-Augmented Encoder for Neuro-Semantic Evaluation of Mental Health Conditions on Social Media
Apr 26, 2026Vijay YadavDepression Mental Health
School of Psychology, University of New South Wales Sydney, Australia
Extending One-Step Image Generation from Class Labels to Text via Discriminative Text Representation
Apr 20, 2026Chenxi Zhao, Chen Zhu, Xiaokun Feng +6Few-Step Generation Text-Conditioned Diffusion Model
College of Computer Science, Nankai University · AMAP, Alibaba Group
FLiP: Towards understanding and interpreting multimodal multilingual sentence embeddings
Apr 20, 2026Santosh Kesiraju, Bolaji Yusuf, Šimon Sedláček +2Multimodal Embeddings Multilingual Language Models
DuConTE: Dual-Granularity Text Encoder with Topology-Constrained Attention for Text-attributed Graphs
Apr 19, 2026Lexuan Liang, Tao Zou, Xuxiang Ta +1Text-Attributed Graph Graph Neural Networks
School of Computer Science and Engineering Beihang University Beijing, China 100191
HeteroPROMPT: A Real-time and Privacy-Preserving Heterogeneous Collaborative Perception Framework
Date pendingArmin Maleki, Hayder RadhaCollaborative Perception Heterogeneous Robot Teams
Electrical and Computer Engineering, Michigan State University

Sep 30, 2026, cs.LGJ/K move · Enter open · S save

SCORE-LM: State-Space Radar Representations with Language Models for Fault Diagnosis

Mainak Mallick, Seung-Kyum Choi

Georgia Institute of Technology, Atlanta, GA, USA

Fault Diagnosis Radar Sentence Encoders

Open paper AskPDF arXiv

Radar hardware faults threaten automated perception, motivating accurate, compact diagnosis and understandable maintenance guidance. We introduce SCORE-LM, which couples a small scatterer-conditioned operator-response encoder (SCORE) to an adapted local language model. SCORE combines self-referenced complex trajectories, physical descriptors, and a selective state-space branch, with source-only self-supervision and directional fault inference. On eight capture-excluded Rad-R fault recordings, it achieves state-of-the-art performance within the evaluated nine-model comparison: 88.39% mean capture recall and 88.20% four-fault macro-F1 at ten frames. Its 39,520 radar inference coefficients are 119.7 times fewer than RadrNet-DS-CI's, while recall is 15.56 percentage points higher than this strongest competitor. In a separate low-label protocol, SCORE reaches 71.58% recall with one labeled source window per class. A nonlinear projector converts four frozen fault similarities into five soft tokens, linking compact diagnosis to class-conditioned maintenance guidance. On 75 development questions covering 24 radar windows, language adaptation raises correct-fault answers from 45 to 62 (60.0% to 82.7%) relative to removing the co-trained adapters, while retaining the same projector. SCORE-LM thus combines a compact radar specialist with a language interface for communicating fault-specific inspection guidance.

Momentum

Related topics

Latest papers 48