Large Language Models Enable Few-Shot Clustering

2 July 2023

Vijay Viswanathan

Kiril Gashteovski

Carolin (Haas) Lawrence

Tongshuang Wu

Graham Neubig

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Papers citing "Large Language Models Enable Few-Shot Clustering"

33 / 33 papers shown

Title
Cost-Effective Text Clustering with Large Language Models Hongtao Wang Taiyan Zhang Renchi Yang Jianliang Xu 43 0 0 22 Apr 2025
Science Hierarchography: Hierarchical Organization of Science Literature Muhan Gao Jash Shah Weiqi Wang Daniel Khashabi 38 1 0 18 Apr 2025
CoLa -- Learning to Interactively Collaborate with Large LMs Abhishek Sharma Dan Goldwasser LLMAG SyDa 72 0 0 03 Apr 2025
SPILL: Domain-Adaptive Intent Clustering based on Selection and Pooling with Large Language Models I-Fan Lin Faegheh Hasibi Suzan Verberne 52 0 0 19 Mar 2025
Dataset Featurization: Uncovering Natural Language Features through Unsupervised Data Reconstruction Michal Bravansky Vaclav Kubon Suhas Hariharan Robert Kirk 71 1 0 24 Feb 2025
LLM-Rubric: A Multidimensional, Calibrated Approach to Automated Evaluation of Natural Language Texts Helia Hashemi J. Eisner Corby Rosset Benjamin Van Durme Chris Kedzie 73 2 0 03 Jan 2025
Text Clustering as Classification with LLMs Chen Huang Guoxiu He 44 2 0 03 Jan 2025
The Evolution of LLM Adoption in Industry Data Curation Practices Crystal Qian Michael Xieyang Liu Emily Reif Grady Simon Nada Hussein Nathan Clement James Wexler Carrie J. Cai Michael Terry Minsuk Kahng AILaw ELM 85 4 0 20 Dec 2024
Information-Theoretic Generative Clustering of Documents Xin Du Kumiko Tanaka-Ishii 90 0 0 18 Dec 2024
RWKV-Lite: Deeply Compressed RWKV for Resource-Constrained Devices Wonkyo Choe Yangfeng Ji F. Lin 82 0 0 14 Dec 2024
A Survey of Ontology Expansion for Conversational Understanding Jinggui Liang Yuxia Wu Yuan Fang Hao Fei Lizi Liao 40 1 0 19 Oct 2024
ERASMO: Leveraging Large Language Models for Enhanced Clustering Segmentation Fillipe dos Santos Silva Gabriel Kenzo Kakimoto Julio Cesar dos Reis Marcelo S. Reis 34 0 0 01 Oct 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters Ruiqi Zhong Heng Wang Dan Klein Jacob Steinhardt 42 6 0 13 Sep 2024
Knowledge Navigator: LLM-guided Browsing Framework for Exploratory Search in Scientific Literature Uri Katz Mosh Levy Yoav Goldberg 39 4 0 28 Aug 2024
DiscipLink: Unfolding Interdisciplinary Information Seeking Process via Human-AI Co-Exploration Chengbo Zheng Yuanhao Zhang Zeyu Huang Christopher Schroers Minrui Xu Xiaojuan Ma 39 9 0 01 Aug 2024
CHIME: LLM-Assisted Hierarchical Organization of Scientific Studies for Literature Review Support Chao-Chun Hsu Erin Bransom Jenna Sparks Bailey Kuehl Chenhao Tan David Wadden Lucy Lu Wang Aakanksha Naik 42 6 0 23 Jul 2024
Interactive Topic Models with Optimal Transport Garima Dhanania Sheshera Mysore Chau Minh Pham Mohit Iyyer Hamed Zamani Andrew McCallum OT 37 1 0 28 Jun 2024
Large Language Model Enhanced Clustering for News Event Detection Adane Nega Tarekegn 26 1 0 15 Jun 2024
Tool-Planner: Task Planning with Clusters across Multiple Tools Yanming Liu Xinyue Peng Jiannan Cao Jiannan Cao Xuhong Zhang Sheng Cheng Xun Wang Xun Wang Jianwei Yin Tianyu Du LLMAG 39 3 0 06 Jun 2024
A Survey of Few-Shot Learning for Biomedical Time Series Chenqi Li Timothy Denison Tingting Zhu 24 1 0 03 May 2024
Context-Aware Clustering using Large Language Models Sindhu Tipirneni Ravinarayana Adkathimar Nurendra Choudhary Gaurush Hiranandani Rana Ali Amjad V. Ioannidis Changhe Yuan Chandan K. Reddy 46 6 0 02 May 2024
Concept Induction: Analyzing Unstructured Text with High-Level Concepts Using LLooM Michelle S. Lam Janice Teoh James A. Landay Jeffrey Heer Michael S. Bernstein 40 44 0 18 Apr 2024
Exploring Key Point Analysis with Pairwise Generation and Graph Partitioning Xiao Li Yong-jia Jiang Shen Huang Pengjun Xie Gong Cheng Fei Huang 56 1 0 17 Apr 2024
OntoChat: a Framework for Conversational Ontology Engineering using Language Models Bohui Zhang Valentina Anita Carriero Katrin Schreiberhuber Stefani Tsaneva Lucía Sánchez González Jongmo Kim Jacopo de Berardinis 39 8 0 09 Mar 2024
Are Large Language Models Good Prompt Optimizers? Ruotian Ma Xiaolei Wang Xin Zhou Jian Li Nan Du Tao Gui Qi Zhang Xuanjing Huang LLMAG LRM 33 28 0 03 Feb 2024
Fast, Scalable, Warm-Start Semidefinite Programming with Spectral Bundling and Sketching Rico Angell Andrew McCallum 32 1 0 19 Dec 2023
Image Clustering Conditioned on Text Criteria Sehyun Kwon Jaeseung Park Minkyu Kim Jaewoong Cho Ernest K. Ryu Kangwook Lee VLM 48 11 0 27 Oct 2023
Linking Surface Facts to Large-Scale Knowledge Graphs Gorjan Radevski Kiril Gashteovski Chia-Chien Hung Carolin (Haas) Lawrence Goran Glavaš HILM 32 3 0 23 Oct 2023
Art or Artifice? Large Language Models and the False Promise of Creativity Tuhin Chakrabarty Philippe Laban Divyansh Agarwal Smaranda Muresan Chien-Sheng Wu 32 118 0 25 Sep 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 246 1,772 0 07 Apr 2023
Learning Dialogue Representations from Consecutive Utterances Zhihan Zhou Dejiao Zhang Wei Xiao Nicholas Dingwall Xiaofei Ma Andrew O. Arnold Bing Xiang SSL 67 21 0 26 May 2022
Topic Detection and Tracking with Time-Aware Document Embeddings Hang Jiang Doug Beeferman Weiquan Mao D. Roy AI4TS 26 1 0 12 Dec 2021
Efficient Intent Detection with Dual Sentence Encoders I. Casanueva Tadas Temvcinas D. Gerz Matthew Henderson Ivan Vulić VLM 180 454 0 10 Mar 2020