DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations

5 June 2020

Papers citing "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations"

50 / 242 papers shown

Title
UniMoCo: Unified Modality Completion for Robust Multi-Modal Embeddings Jiajun Qin Yuan Pu Zhuolun He S. Kim David Z. Pan Bei Yu 0 0 0 17 May 2025
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering Zhonghao Li Kunpeng Zhang Jinghuai Ou Shuliang Liu Xuming Hu 64 0 0 28 Apr 2025
Set-Theoretic Compositionality of Sentence Embeddings Naman Bansal Yash Mahajan Sanjeev Kumar Sinha S. Karmaker CoGe 77 0 0 28 Feb 2025
A Simple Graph Contrastive Learning Framework for Short Text Classification Y. Liu Fausto Giunchiglia Lan Huang Ximing Li Xiaoyue Feng Renchu Guan 39 0 0 17 Jan 2025
MATCHED: Multimodal Authorship-Attribution To Combat Human Trafficking in Escort-Advertisement Data V. Saxena Benjamin Bashpole Gijs van Dijck Gerasimos Spanakis 72 0 0 18 Dec 2024
Can bidirectional encoder become the ultimate winner for downstream applications of foundation models? Lewen Yang Xuanyu Zhou Juao Fan Xinyi Xie Shengxin Zhu AI4CE 64 0 0 27 Nov 2024
CSSL: Contrastive Self-Supervised Learning for Dependency Parsing on Relatively Free Word Ordered and Morphologically Rich Low Resource Languages Pretam Ray Jivnesh Sandhan Amrith Krishna Pawan Goyal 26 0 0 09 Oct 2024
Online Multi-level Contrastive Representation Distillation for Cross-Subject fNIRS Emotion Recognition Zhili Lai Chunmei Qing Junpeng Tan Wanxiang Luo Xiangmin Xu 28 1 0 24 Sep 2024
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning Peichao Lai Zhengfeng Zhang Wentao Zhang Fangcheng Fu Bin Cui 33 0 0 19 Sep 2024
MegaFake: A Theory-Driven Dataset of Fake News Generated by Large Language Models Lionel Z. Wang Yiming Ma Renfei Gao Beichen Guo Han Zhu Wenqi Fan Zexin Lu Ka Chung Ng SyDa 28 2 0 19 Aug 2024
A Comprehensive Review of Multimodal Large Language Models: Performance and Challenges Across Different Tasks Jiaqi Wang Hanqi Jiang Yi-Hsueh Liu Chong Ma Xu-Yao Zhang ... Xin Zhang Wei Zhang Dinggang Shen Tianming Liu Shu Zhang VLM AI4TS 54 32 0 02 Aug 2024
Cross-Lingual Word Alignment for ASEAN Languages with Contrastive Learning Jingshen Zhang Xinying Qiu Teng Shen Wenyu Wang Kailin Zhang Wenhe Feng 40 0 0 06 Jul 2024
Look Ahead or Look Around? A Theoretical Comparison Between Autoregressive and Masked Pretraining Qi Zhang Tianqi Du Haotian Huang Yifei Wang Yisen Wang 39 3 0 01 Jul 2024
Speech Analysis of Language Varieties in Italy Moreno La Quatra Alkis Koudounas Elena Baralis Sabato Marco Siniscalchi 32 3 0 22 Jun 2024
Enhancing Idiomatic Representation in Multiple Languages via an Adaptive Contrastive Triplet Loss Wei He M. Idiart Carolina Scarton Aline Villavicencio 37 2 0 21 Jun 2024
MiniConGTS: A Near Ultimate Minimalist Contrastive Grid Tagging Scheme for Aspect Sentiment Triplet Extraction Qiao Sun Liujia Yang Minghao Ma Nanyang Ye Qinying Gu 35 3 0 17 Jun 2024
Label-aware Hard Negative Sampling Strategies with Momentum Contrastive Learning for Implicit Hate Speech Detection Jaehoon Kim Seungwan Jin Sohyun Park Someen Park Kyungsik Han 46 2 0 12 Jun 2024
Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning Jiewen Deng Renhe Jiang Jiaqi Zhang Xuan Song AI4TS 30 3 0 06 May 2024
SetCSE: Set Operations using Contrastive Learning of Sentence Embeddings Kang Liu 32 3 0 25 Apr 2024
OmniSearchSage: Multi-Task Multi-Entity Embeddings for Pinterest Search Prabhat Agarwal SK MinhazulIslam Nikil Pancha Kurchi Subhra Hazra Jiajing Xu Chuck Rosenberg 41 5 0 25 Apr 2024
Learning representations of learning representations Rita González-Márquez Dmitry Kobak 27 0 0 12 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 38 19 0 30 Mar 2024
Developing Healthcare Language Model Embedding Spaces Niall Taylor Dan Schofield Andrey Kormilitzin Dan W Joyce A. Nevado-Holgado 35 0 0 28 Mar 2024
KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning Cong-Duy Nguyen Thong Nguyen Xiaobao Wu A. Luu 43 10 0 26 Mar 2024
Rethinking ASTE: A Minimalist Tagging Scheme Alongside Contrastive Learning Qiao Sun Liujia Yang Minghao Ma Nanyang Ye Qinying Gu 32 1 0 12 Mar 2024
Towards Deviation-Robust Agent Navigation via Perturbation-Aware Contrastive Learning Bingqian Lin Yanxin Long Yi Zhu Fengda Zhu Xiaodan Liang QiXiang Ye Liang Lin 34 5 0 09 Mar 2024
Negating Negatives: Alignment without Human Positive Samples via Distributional Dispreference Optimization Shitong Duan Xiaoyuan Yi Peng Zhang T. Lu Xing Xie Ning Gu 40 4 0 06 Mar 2024
NextLevelBERT: Masked Language Modeling with Higher-Level Representations for Long Documents Tamara Czinczoll Christoph Hones Maximilian Schall Gerard de Melo 37 2 0 27 Feb 2024
Self-Adaptive Reconstruction with Contrastive Learning for Unsupervised Sentence Embeddings Junlong Liu Xichen Shang Hu Feng Junhao Zheng Qianli Ma SSL AI4TS 38 0 0 23 Feb 2024
MoELoRA: Contrastive Learning Guided Mixture of Experts on Parameter-Efficient Fine-Tuning for Large Language Models Tongxu Luo Jiahe Lei Fangyu Lei Weihao Liu Shizhu He Jun Zhao Kang Liu MoE ALM 35 18 0 20 Feb 2024
Analysis of Using Sigmoid Loss for Contrastive Learning Chungpa Lee Joonhwan Chang Jy-yong Sohn 48 2 0 20 Feb 2024
CAMBranch: Contrastive Learning with Augmented MILPs for Branching Jiacheng Lin Meng Xu Zhihua Xiong Huangang Wang 22 3 0 06 Feb 2024
Learning Label Hierarchy with Supervised Contrastive Learning Ruixue Lian W. Sethares Junjie Hu 27 1 0 31 Jan 2024
Contrastive Learning and Mixture of Experts Enables Precise Vector Embeddings Logan Hallee Rohan Kapur Arjun Patel Jason P. Gleghorn Bohdan B. Khomtchouk MoE 22 3 0 28 Jan 2024
DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning Xinghao Wang Junliang He Pengyu Wang Yunhua Zhou Tianxiang Sun Xipeng Qiu AI4TS 30 3 0 24 Jan 2024
Multi-task real-robot data with gaze attention for dual-arm fine manipulation Heecheol Kim Y. Ohmura Y. Kuniyoshi 30 2 0 15 Jan 2024
Unifying Graph Contrastive Learning via Graph Message Augmentation Ziyan Zhang Bo Jiang Jin Tang Bin Luo 17 1 0 08 Jan 2024
Unsupervised hard Negative Augmentation for contrastive learning Yuxuan Shu Vasileios Lampos 23 0 0 05 Jan 2024
On the Difficulty of Defending Contrastive Learning against Backdoor Attacks Changjiang Li Ren Pang Bochuan Cao Zhaohan Xi Jinghui Chen Shouling Ji Ting Wang AAML 36 6 0 14 Dec 2023
EdgePruner: Poisoned Edge Pruning in Graph Contrastive Learning Hiroya Kato Kento Hasegawa Seira Hidano Kazuhide Fukushima AAML 32 0 0 12 Dec 2023
Contrastive encoder pre-training-based clustered federated learning for heterogeneous data Ye Lin Tun Minh N. H. Nguyen Chu Myaet Thwal J. Choi Choong Seon Hong FedML 29 13 0 28 Nov 2023
ML-LMCL: Mutual Learning and Large-Margin Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding Xuxin Cheng Bowen Cao Qichen Ye Zhihong Zhu Hongxiang Li Yuexian Zou 29 25 0 19 Nov 2023
A Robust Semantics-based Watermark for Large Language Model against Paraphrasing Jie Ren Han Xu Yiding Liu Yingqian Cui Shuaiqiang Wang Dawei Yin Jiliang Tang OffRL 23 44 0 15 Nov 2023
Non-contrastive sentence representations via self-supervision M. Farina D. Pappadopulo SSL 23 1 0 26 Oct 2023
A Novel Information-Theoretic Objective to Disentangle Representations for Fair Classification Pierre Colombo Nathan Noiry Guillaume Staerman Pablo Piantanida FaML DRL 38 1 0 21 Oct 2023
DistillCSE: Distilled Contrastive Learning for Sentence Embeddings Jiahao Xu Wei Shao Lihui Chen Lemao Liu FedML 29 4 0 20 Oct 2023
HiCL: Hierarchical Contrastive Learning of Unsupervised Sentence Embeddings Zhuofeng Wu Chaowei Xiao V. Vydiswaran 28 2 0 15 Oct 2023
Language Models are Universal Embedders Xin Zhang Zehan Li Yanzhao Zhang Dingkun Long Pengjun Xie Meishan Zhang Min Zhang KELM ELM 43 6 0 12 Oct 2023
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive Learning Jiaqi Li Guilin Qi Chuanyi Zhang Yongrui Chen Yiming Tan Chenlong Xia Ye Tian 36 2 0 12 Oct 2023
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE Peng-Fei Hou Xingyu Li 22 6 0 10 Oct 2023