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An efficient framework for learning sentence representations

An efficient framework for learning sentence representations

7 March 2018
Lajanugen Logeswaran
Honglak Lee
ArXivPDFHTML

Papers citing "An efficient framework for learning sentence representations"

50 / 94 papers shown
Title
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks
Ziyan Jiang
Rui Meng
Xinyi Yang
Semih Yavuz
Yingbo Zhou
Wenhu Chen
MLLM
VLM
51
18
0
03 Jan 2025
Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)
Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)
S. Oota
Zijiao Chen
Manish Gupta
R. Bapi
G. Jobard
F. Alexandre
X. Hinaut
3DV
AI4CE
49
11
0
31 Dec 2024
Contrastive Learning of Asset Embeddings from Financial Time Series
Contrastive Learning of Asset Embeddings from Financial Time Series
Rian Dolphin
Barry Smyth
Ruihai Dong
AI4TS
14
0
0
26 Jul 2024
Understanding Hyperbolic Metric Learning through Hard Negative Sampling
Understanding Hyperbolic Metric Learning through Hard Negative Sampling
Yun Yue
Fangzhou Lin
Guanyi Mou
Ziming Zhang
SSL
30
1
0
23 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond
Heterogeneous Contrastive Learning for Foundation Models and Beyond
Lecheng Zheng
Baoyu Jing
Zihao Li
Hanghang Tong
Jingrui He
VLM
30
19
0
30 Mar 2024
Poly-View Contrastive Learning
Poly-View Contrastive Learning
Amitis Shidani
Devon Hjelm
Jason Ramapuram
Russ Webb
Eeshan Gunesh Dhekane
Dan Busbridge
VLM
SSL
34
4
0
08 Mar 2024
UNSEE: Unsupervised Non-contrastive Sentence Embeddings
UNSEE: Unsupervised Non-contrastive Sentence Embeddings
Ömer Veysel Çagatan
SSL
24
0
0
27 Jan 2024
AdaptSSR: Pre-training User Model with Augmentation-Adaptive
  Self-Supervised Ranking
AdaptSSR: Pre-training User Model with Augmentation-Adaptive Self-Supervised Ranking
Yang Yu
Qi Liu
Kai Zhang
Yuren Zhang
Chao Song
Min Hou
Yuqing Yuan
Zhihao Ye
Zaixin Zhang
Sanshi Lei Yu
30
2
0
15 Oct 2023
AspectCSE: Sentence Embeddings for Aspect-based Semantic Textual
  Similarity Using Contrastive Learning and Structured Knowledge
AspectCSE: Sentence Embeddings for Aspect-based Semantic Textual Similarity Using Contrastive Learning and Structured Knowledge
Tim Schopf
Emanuel Gerber
Malte Ostendorff
Florian Matthes
48
4
0
15 Jul 2023
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image
  Segmentation
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation
Zhaoxin Fan
Puquan Pan
Zeren Zhang
C. Chen
Tianyang Wang
Si Zheng
Min Xu
VLM
28
0
0
13 Jul 2023
Efficient Domain Adaptation of Sentence Embeddings Using Adapters
Efficient Domain Adaptation of Sentence Embeddings Using Adapters
Tim Schopf
Dennis Schneider
Florian Matthes
26
5
0
06 Jul 2023
How does Contrastive Learning Organize Images?
How does Contrastive Learning Organize Images?
Yunzhe Zhang
Yao Lu
Qi Xuan
SSL
24
0
0
17 May 2023
Return of the RNN: Residual Recurrent Networks for Invertible Sentence
  Embeddings
Return of the RNN: Residual Recurrent Networks for Invertible Sentence Embeddings
Jeremy Wilkerson
19
1
0
23 Mar 2023
Unbiased and Efficient Self-Supervised Incremental Contrastive Learning
Unbiased and Efficient Self-Supervised Incremental Contrastive Learning
Cheng Ji
Jianxin Li
Hao Peng
Jia Wu
Xingcheng Fu
Qingyun Sun
Phillip S. Yu
SSL
CLL
21
5
0
28 Jan 2023
Bayesian Self-Supervised Contrastive Learning
Bayesian Self-Supervised Contrastive Learning
B. Liu
Bang-wei Wang
Tianrui Li
SSL
BDL
16
4
0
27 Jan 2023
Tsetlin Machine Embedding: Representing Words Using Logical Expressions
Tsetlin Machine Embedding: Representing Words Using Logical Expressions
Bimal Bhattarai
Ole-Christoffer Granmo
Lei Jiao
Rohan Kumar Yadav
Jivitesh Sharma
NAI
9
12
0
02 Jan 2023
One Embedder, Any Task: Instruction-Finetuned Text Embeddings
One Embedder, Any Task: Instruction-Finetuned Text Embeddings
Hongjin Su
Weijia Shi
Jungo Kasai
Yizhong Wang
Yushi Hu
Mari Ostendorf
Wen-tau Yih
Noah A. Smith
Luke Zettlemoyer
Tao Yu
27
278
0
19 Dec 2022
NBC-Softmax : Darkweb Author fingerprinting and migration tracking
NBC-Softmax : Darkweb Author fingerprinting and migration tracking
Gayan K. Kulatilleke
Shekhar S. Chandra
Marius Portmann
34
0
0
15 Dec 2022
TencentPretrain: A Scalable and Flexible Toolkit for Pre-training Models
  of Different Modalities
TencentPretrain: A Scalable and Flexible Toolkit for Pre-training Models of Different Modalities
Zhe Zhao
Yudong Li
Cheng-An Hou
Jing-xin Zhao
Rong Tian
...
Xingwu Sun
Zhanhui Kang
Xiaoyong Du
Linlin Shen
Kimmo Yan
VLM
31
23
0
13 Dec 2022
AF Adapter: Continual Pretraining for Building Chinese Biomedical
  Language Model
AF Adapter: Continual Pretraining for Building Chinese Biomedical Language Model
Yongyu Yan
Kui Xue
Xiaoming Shi
Qi Ye
Jingping Liu
Tong Ruan
CLL
42
1
0
21 Nov 2022
A Benchmark Study of Contrastive Learning for Arabic Social Meaning
A Benchmark Study of Contrastive Learning for Arabic Social Meaning
Md. Tawkat Islam Khondaker
El Moatez Billah Nagoudi
AbdelRahim Elmadany
Muhammad Abdul-Mageed
L. Lakshmanan
18
3
0
22 Oct 2022
Multi-CLS BERT: An Efficient Alternative to Traditional Ensembling
Multi-CLS BERT: An Efficient Alternative to Traditional Ensembling
Haw-Shiuan Chang
Ruei-Yao Sun
Kathryn Ricci
Andrew McCallum
41
14
0
10 Oct 2022
Efficient block contrastive learning via parameter-free meta-node
  approximation
Efficient block contrastive learning via parameter-free meta-node approximation
Gayan K. Kulatilleke
Marius Portmann
Shekhar S. Chandra
29
3
0
28 Sep 2022
Ranking-Enhanced Unsupervised Sentence Representation Learning
Ranking-Enhanced Unsupervised Sentence Representation Learning
Yeon Seonwoo
Guoyin Wang
Changmin Seo
Sajal Choudhary
Jiwei Li
Xiang Li
Puyang Xu
Sunghyun Park
Alice H. Oh
SSL
DRL
AI4TS
53
15
0
09 Sep 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence
Kyungmin Lee
Jinwoo Shin
SSL
DRL
27
10
0
12 Aug 2022
A Comprehensive Survey of Natural Language Generation Advances from the
  Perspective of Digital Deception
A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception
Keenan I. Jones
Enes ALTUNCU
V. N. Franqueira
Yi-Chia Wang
Shujun Li
DeLMO
34
3
0
11 Aug 2022
DictBERT: Dictionary Description Knowledge Enhanced Language Model
  Pre-training via Contrastive Learning
DictBERT: Dictionary Description Knowledge Enhanced Language Model Pre-training via Contrastive Learning
Qianglong Chen
Feng-Lin Li
Guohai Xu
Ming Yan
Ji Zhang
Yin Zhang
29
22
0
01 Aug 2022
Self-supervised Pretraining and Transfer Learning Enable Flu and
  COVID-19 Predictions in Small Mobile Sensing Datasets
Self-supervised Pretraining and Transfer Learning Enable Flu and COVID-19 Predictions in Small Mobile Sensing Datasets
Michael Merrill
Tim Althoff
AI4TS
21
14
0
26 May 2022
Target-aware Abstractive Related Work Generation with Contrastive
  Learning
Target-aware Abstractive Related Work Generation with Contrastive Learning
Xiuying Chen
Hind Alamro
Li Mingzhe
Shen Gao
Rui Yan
Xin Gao
Xiangliang Zhang
3DV
149
27
0
26 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification
Conditional Supervised Contrastive Learning for Fair Text Classification
Jianfeng Chi
Will Shand
Yaodong Yu
Kai-Wei Chang
Han Zhao
Yuan Tian
FaML
46
14
0
23 May 2022
RankGen: Improving Text Generation with Large Ranking Models
RankGen: Improving Text Generation with Large Ranking Models
Kalpesh Krishna
Yapei Chang
John Wieting
Mohit Iyyer
AIMat
16
68
0
19 May 2022
EASE: Entity-Aware Contrastive Learning of Sentence Embedding
EASE: Entity-Aware Contrastive Learning of Sentence Embedding
Sosuke Nishikawa
Ryokan Ri
Ikuya Yamada
Yoshimasa Tsuruoka
Isao Echizen
20
29
0
09 May 2022
Retrieval of Scientific and Technological Resources for Experts and
  Scholars
Retrieval of Scientific and Technological Resources for Experts and Scholars
Suyu Ouyang
Yingxia Shao
Ang Li
22
0
0
13 Apr 2022
Auto-MLM: Improved Contrastive Learning for Self-supervised
  Multi-lingual Knowledge Retrieval
Auto-MLM: Improved Contrastive Learning for Self-supervised Multi-lingual Knowledge Retrieval
Wenshen Xu
M. Maimaiti
Yuanhang Zheng
Xin Tang
Ji Zhang
RALM
SSL
16
2
0
30 Mar 2022
Enriching Unsupervised User Embedding via Medical Concepts
Enriching Unsupervised User Embedding via Medical Concepts
Xiaolei Huang
Franck Dernoncourt
Mark Dredze
15
3
0
20 Mar 2022
Just Rank: Rethinking Evaluation with Word and Sentence Similarities
Just Rank: Rethinking Evaluation with Word and Sentence Similarities
Bin Wang
C.-C. Jay Kuo
Haizhou Li
ELM
19
29
0
05 Mar 2022
Understanding Contrastive Learning Requires Incorporating Inductive
  Biases
Understanding Contrastive Learning Requires Incorporating Inductive Biases
Nikunj Saunshi
Jordan T. Ash
Surbhi Goel
Dipendra Kumar Misra
Cyril Zhang
Sanjeev Arora
Sham Kakade
A. Krishnamurthy
SSL
19
109
0
28 Feb 2022
Comparison and Combination of Sentence Embeddings Derived from Different
  Supervision Signals
Comparison and Combination of Sentence Embeddings Derived from Different Supervision Signals
Hayato Tsukagoshi
Ryohei Sasano
Koichi Takeda
12
8
0
07 Feb 2022
Text and Code Embeddings by Contrastive Pre-Training
Text and Code Embeddings by Contrastive Pre-Training
Arvind Neelakantan
Tao Xu
Raul Puri
Alec Radford
Jesse Michael Han
...
Tabarak Khan
Toki Sherbakov
Joanne Jang
Peter Welinder
Lilian Weng
SSL
AI4TS
218
421
0
24 Jan 2022
Robust Contrastive Learning against Noisy Views
Robust Contrastive Learning against Noisy Views
Ching-Yao Chuang
R. Devon Hjelm
Xin Eric Wang
Vibhav Vineet
Neel Joshi
Antonio Torralba
Stefanie Jegelka
Ya-heng Song
NoLa
13
68
0
12 Jan 2022
Coherence-Based Distributed Document Representation Learning for
  Scientific Documents
Coherence-Based Distributed Document Representation Learning for Scientific Documents
Shicheng Tan
Shu Zhao
Yanping Zhang
12
2
0
08 Jan 2022
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational
  Recommender System
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender System
Yuanhang Zhou
Kun Zhou
Wayne Xin Zhao
Cheng Wang
Peng Jiang
He Hu
25
52
0
04 Jan 2022
Embedding Arithmetic of Multimodal Queries for Image Retrieval
Embedding Arithmetic of Multimodal Queries for Image Retrieval
Guillaume Couairon
Matthieu Cord
Matthijs Douze
Holger Schwenk
27
23
0
06 Dec 2021
Leveraging Sequence Embedding and Convolutional Neural Network for
  Protein Function Prediction
Leveraging Sequence Embedding and Convolutional Neural Network for Protein Function Prediction
Wei-Cheng Tseng
Po-Han Chi
Jiahong Wu
Min Sun
14
0
0
01 Dec 2021
Discovering Supply Chain Links with Augmented Intelligence
Discovering Supply Chain Links with Augmented Intelligence
Achintya Gopal
Chun-Han Chang
29
3
0
02 Nov 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP
Trapit Bansal
K. Gunasekaran
Tong Wang
Tsendsuren Munkhdalai
Andrew McCallum
SSL
OOD
28
19
0
02 Nov 2021
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP
Andreas Fürst
Elisabeth Rumetshofer
Johannes Lehner
Viet-Hung Tran
Fei Tang
...
David P. Kreil
Michael K Kopp
G. Klambauer
Angela Bitto-Nemling
Sepp Hochreiter
VLM
CLIP
201
102
0
21 Oct 2021
Virtual Augmentation Supported Contrastive Learning of Sentence
  Representations
Virtual Augmentation Supported Contrastive Learning of Sentence Representations
Dejiao Zhang
Wei Xiao
Henghui Zhu
Xiaofei Ma
Andrew O. Arnold
SSL
48
29
0
16 Oct 2021
On the Surrogate Gap between Contrastive and Supervised Losses
On the Surrogate Gap between Contrastive and Supervised Losses
Han Bao
Yoshihiro Nagano
Kento Nozawa
SSL
UQCV
37
19
0
06 Oct 2021
Clustering and Network Analysis for the Embedding Spaces of Sentences
  and Sub-Sentences
Clustering and Network Analysis for the Embedding Spaces of Sentences and Sub-Sentences
Yuan An
Alexander Kalinowski
Jane Greenberg
11
1
0
02 Oct 2021
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