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Neighborhood Contrastive Learning for Scientific Document
  Representations with Citation Embeddings

Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings

14 February 2022
Malte Ostendorff
Nils Rethmeier
Isabelle Augenstein
Bela Gipp
Georg Rehm
ArXivPDFHTML

Papers citing "Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings"

45 / 45 papers shown
Title
Scholar Inbox: Personalized Paper Recommendations for Scientists
Scholar Inbox: Personalized Paper Recommendations for Scientists
Markus Flicke
Glenn Angrabeit
Madhav Iyengar
Vitalii Protsenko
Illia Shakun
...
Lukas Schuler
Lewin Scholz
Kavyanjali Agnihotri
Yong Cao
Andreas Geiger
26
0
0
11 Apr 2025
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix Factorization
Bridging Legal Knowledge and AI: Retrieval-Augmented Generation with Vector Stores, Knowledge Graphs, and Hierarchical Non-negative Matrix Factorization
Ryan Barron
Maksim E. Eren
Olga M. Serafimova
Cynthia Matuszek
Boian S. Alexandrov
AILaw
73
0
0
27 Feb 2025
Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation
Improving Scientific Document Retrieval with Concept Coverage-based Query Set Generation
SeongKu Kang
Bowen Jin
Wonbin Kweon
Yu Zhang
Dongha Lee
J. Han
Hwanjo Yu
57
0
0
16 Feb 2025
Improve Dense Passage Retrieval with Entailment Tuning
Improve Dense Passage Retrieval with Entailment Tuning
Lu Dai
Hao Liu
Hui Xiong
RALM
35
4
0
21 Oct 2024
HLM-Cite: Hybrid Language Model Workflow for Text-based Scientific
  Citation Prediction
HLM-Cite: Hybrid Language Model Workflow for Text-based Scientific Citation Prediction
Qianyue Hao
Jingyang Fan
Fengli Xu
Jian Yuan
Yong Li
24
0
0
10 Oct 2024
Efficient Few-shot Learning for Multi-label Classification of Scientific
  Documents with Many Classes
Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes
Tim Schopf
Alexander Blatzheim
Nektarios Machner
Florian Matthes
VLM
21
1
0
08 Oct 2024
Domain-Specific Retrieval-Augmented Generation Using Vector Stores,
  Knowledge Graphs, and Tensor Factorization
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization
Ryan Barron
Ves Grantcharov
Selma Wanna
Maksim E. Eren
Manish Bhattarai
...
George Tompkins
Charles K. Nicholas
Kim Ø. Rasmussen
Cynthia Matuszek
Boian S. Alexandrov
RALM
31
6
0
03 Oct 2024
Conversational Exploratory Search of Scholarly Publications Using
  Knowledge Graphs
Conversational Exploratory Search of Scholarly Publications Using Knowledge Graphs
Phillip Schneider
Florian Matthes
21
0
0
01 Oct 2024
HDT: Hierarchical Document Transformer
HDT: Hierarchical Document Transformer
Haoyu He
Markus Flicke
Jan Buchmann
Iryna Gurevych
Andreas Geiger
35
0
0
11 Jul 2024
Artificial Intuition: Efficient Classification of Scientific Abstracts
Artificial Intuition: Efficient Classification of Scientific Abstracts
Harsh Sakhrani
Naseela Pervez
Anirudh Ravi Kumar
Fred Morstatter
Alexandra Graddy-Reed
Andrea Belz
18
0
0
08 Jul 2024
NLP-KG: A System for Exploratory Search of Scientific Literature in
  Natural Language Processing
NLP-KG: A System for Exploratory Search of Scientific Literature in Natural Language Processing
Tim Schopf
Florian Matthes
57
0
0
21 Jun 2024
A Comprehensive Survey of Scientific Large Language Models and Their
  Applications in Scientific Discovery
A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery
Yu Zhang
Xiusi Chen
Bowen Jin
Sheng Wang
Shuiwang Ji
Wei Wang
Jiawei Han
42
27
0
16 Jun 2024
SymTax: Symbiotic Relationship and Taxonomy Fusion for Effective
  Citation Recommendation
SymTax: Symbiotic Relationship and Taxonomy Fusion for Effective Citation Recommendation
Karan Goyal
Mayank Goel
Vikram Goyal
Mukesh Mohania
20
0
0
26 May 2024
Enriched BERT Embeddings for Scholarly Publication Classification
Enriched BERT Embeddings for Scholarly Publication Classification
Benjamin Wolff
Eva Seidlmayer
Konrad U. Förstner
16
3
0
07 May 2024
Evaluating Large Language Models for Structured Science Summarization in
  the Open Research Knowledge Graph
Evaluating Large Language Models for Structured Science Summarization in the Open Research Knowledge Graph
Vladyslav Nechakhin
Jennifer D'Souza
Steffen Eger
46
4
0
03 May 2024
Learning representations of learning representations
Learning representations of learning representations
Rita González-Márquez
Dmitry Kobak
22
0
0
12 Apr 2024
Classification and Clustering of Sentence-Level Embeddings of Scientific
  Articles Generated by Contrastive Learning
Classification and Clustering of Sentence-Level Embeddings of Scientific Articles Generated by Contrastive Learning
Gustavo Bartz Guedes
Ana Estela Antunes da Silva
19
2
0
30 Mar 2024
Since the Scientific Literature Is Multilingual, Our Models Should Be
  Too
Since the Scientific Literature Is Multilingual, Our Models Should Be Too
Abteen Ebrahimi
Kenneth Church
11
0
0
27 Mar 2024
Benchmarking Retrieval-Augmented Generation for Medicine
Benchmarking Retrieval-Augmented Generation for Medicine
Guangzhi Xiong
Qiao Jin
Zhiyong Lu
Aidong Zhang
RALM
75
150
0
20 Feb 2024
Can we Soft Prompt LLMs for Graph Learning Tasks?
Can we Soft Prompt LLMs for Graph Learning Tasks?
Zheyuan Liu
Xiaoxin He
Yijun Tian
Nitesh V. Chawla
47
21
0
15 Feb 2024
LEGOBench: Scientific Leaderboard Generation Benchmark
LEGOBench: Scientific Leaderboard Generation Benchmark
Shruti Singh
Shoaib Alam
Husain Malwat
Mayank Singh
ELM
23
1
0
11 Jan 2024
Large Language Models on Graphs: A Comprehensive Survey
Large Language Models on Graphs: A Comprehensive Survey
Bowen Jin
Gang Liu
Chi Han
Meng-Long Jiang
Heng Ji
Jiawei Han
AI4CE
26
136
0
05 Dec 2023
Citation Recommendation on Scholarly Legal Articles
Citation Recommendation on Scholarly Legal Articles
Doğukan Arslan
Saadet Sena Erdogan
Gülşen Eryiğit
AILaw
15
0
0
10 Nov 2023
GRENADE: Graph-Centric Language Model for Self-Supervised Representation
  Learning on Text-Attributed Graphs
GRENADE: Graph-Centric Language Model for Self-Supervised Representation Learning on Text-Attributed Graphs
Yichuan Li
Kaize Ding
Kyumin Lee
SSL
10
24
0
23 Oct 2023
CLMSM: A Multi-Task Learning Framework for Pre-training on Procedural
  Text
CLMSM: A Multi-Task Learning Framework for Pre-training on Procedural Text
Abhilash Nandy
M. Kapadnis
Pawan Goyal
Niloy Ganguly
11
1
0
22 Oct 2023
Interactive Distillation of Large Single-Topic Corpora of Scientific
  Papers
Interactive Distillation of Large Single-Topic Corpora of Scientific Papers
N. Solovyev
Ryan Barron
Manish Bhattarai
M. Eren
Kim Ø. Rasmussen
Boian S. Alexandrov
11
1
0
19 Sep 2023
OpenMSD: Towards Multilingual Scientific Documents Similarity
  Measurement
OpenMSD: Towards Multilingual Scientific Documents Similarity Measurement
Yang Gao
Ji Ma
I. Korotkov
Keith B. Hall
Dana Alon
Donald Metzler
11
0
0
19 Sep 2023
When Large Language Models Meet Citation: A Survey
When Large Language Models Meet Citation: A Survey
Yang Zhang
Yufei Wang
Kai Wang
Quan Z. Sheng
Lina Yao
A. Mahmood
Wei Emma Zhang
Rongying Zhao
50
7
0
18 Sep 2023
Encoding Multi-Domain Scientific Papers by Ensembling Multiple CLS
  Tokens
Encoding Multi-Domain Scientific Papers by Ensembling Multiple CLS Tokens
Ronald Seoh
Haw-Shiuan Chang
Andrew McCallum
24
1
0
08 Sep 2023
MultiSChuBERT: Effective Multimodal Fusion for Scholarly Document
  Quality Prediction
MultiSChuBERT: Effective Multimodal Fusion for Scholarly Document Quality Prediction
Gideon Maillette de Buy Wenniger
Thomas van Dongen
Lambert Schomaker
13
4
0
15 Aug 2023
Exploring the Landscape of Natural Language Processing Research
Exploring the Landscape of Natural Language Processing Research
Tim Schopf
Karim Arabi
Florian Matthes
21
13
0
20 Jul 2023
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed
  Search Logs for Zero-shot Biomedical Information Retrieval
MedCPT: Contrastive Pre-trained Transformers with Large-scale PubMed Search Logs for Zero-shot Biomedical Information Retrieval
Qiao Jin
Won Kim
Qingyu Chen
Donald C. Comeau
Lana Yeganova
John Wilbur
Zhiyong Lu
LM&MA
MedIm
15
100
0
02 Jul 2023
Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detection
Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detection
Erik Arakelyan
Arnav Arora
Isabelle Augenstein
19
9
0
01 Jun 2023
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and
  Text Embeddings
ConGraT: Self-Supervised Contrastive Pretraining for Joint Graph and Text Embeddings
William Brannon
Wonjune Kang
S. Fulay
Hang Jiang
Brandon Roy
Dwaipayan Roy
Jad Kabbara
SSL
14
22
0
23 May 2023
Pre-training Multi-task Contrastive Learning Models for Scientific
  Literature Understanding
Pre-training Multi-task Contrastive Learning Models for Scientific Literature Understanding
Yu Zhang
Hao Cheng
Zhihong Shen
Xiaodong Liu
Yejiang Wang
Jianfeng Gao
24
13
0
23 May 2023
Paragraph-level Citation Recommendation based on Topic Sentences as
  Queries
Paragraph-level Citation Recommendation based on Topic Sentences as Queries
Zoran Medic
Jan Snajder
3DV
21
0
0
20 May 2023
PubGraph: A Large-Scale Scientific Knowledge Graph
PubGraph: A Large-Scale Scientific Knowledge Graph
Kian Ahrabian
Xinwei Du
Richard Delwin Myloth
Arun Baalaaji Sankar Ananthan
Jay Pujara
13
3
0
04 Feb 2023
SciRepEval: A Multi-Format Benchmark for Scientific Document
  Representations
SciRepEval: A Multi-Format Benchmark for Scientific Document Representations
Amanpreet Singh
Mike DÁrcy
Arman Cohan
Doug Downey
Sergey Feldman
14
79
0
23 Nov 2022
Large-scale Evaluation of Transformer-based Article Encoders on the Task
  of Citation Recommendation
Large-scale Evaluation of Transformer-based Article Encoders on the Task of Citation Recommendation
Zoran Medic
Jan Snajder
6
5
0
12 Sep 2022
Augmenting Scientific Creativity with Retrieval across Knowledge Domains
Augmenting Scientific Creativity with Retrieval across Knowledge Domains
Hyeonsu B Kang
Sheshera Mysore
Kevin Huang
Haw-Shiuan Chang
Thorben Prein
Andrew McCallum
A. Kittur
E. Olivetti
26
9
0
02 Jun 2022
Fact Checking with Insufficient Evidence
Fact Checking with Insufficient Evidence
Pepa Atanasova
J. Simonsen
Christina Lioma
Isabelle Augenstein
27
14
0
05 Apr 2022
Specialized Document Embeddings for Aspect-based Similarity of Research
  Papers
Specialized Document Embeddings for Aspect-based Similarity of Research Papers
Malte Ostendorff
Till Blume
Terry Ruas
Bela Gipp
Georg Rehm
16
14
0
28 Mar 2022
Multi-Vector Models with Textual Guidance for Fine-Grained Scientific
  Document Similarity
Multi-Vector Models with Textual Guidance for Fine-Grained Scientific Document Similarity
Sheshera Mysore
Arman Cohan
Tom Hope
11
39
0
16 Nov 2021
A Primer on Contrastive Pretraining in Language Processing: Methods,
  Lessons Learned and Perspectives
A Primer on Contrastive Pretraining in Language Processing: Methods, Lessons Learned and Perspectives
Nils Rethmeier
Isabelle Augenstein
SSL
VLM
85
90
0
25 Feb 2021
Data-Efficient Pretraining via Contrastive Self-Supervision
Data-Efficient Pretraining via Contrastive Self-Supervision
Nils Rethmeier
Isabelle Augenstein
15
20
0
02 Oct 2020
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