One Embedder, Any Task: Instruction-Finetuned Text Embeddings

19 December 2022

Weijia Shi

Mari Ostendorf

Luke Zettlemoyer

Papers citing "One Embedder, Any Task: Instruction-Finetuned Text Embeddings"

45 / 45 papers shown

Title
Cost-Effective Text Clustering with Large Language Models Hongtao Wang Taiyan Zhang Renchi Yang Jianliang Xu 24 0 0 22 Apr 2025
Analyzing 16,193 LLM Papers for Fun and Profits Zhiqiu Xia Lang Zhu Bingzhe Li Feng Chen Qiannan Li Hang Liu Feiyi Wang Hang Liu 33 0 0 11 Apr 2025
Towards Distribution Matching between Collaborative and Language Spaces for Generative Recommendation Yi-cui Zhang Yiwen Zhang Y. X. R. Wang Tong Chen Hongzhi Yin 28 0 0 10 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization Bojana Ranković P. Schwaller BDL 74 0 0 08 Apr 2025
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation Shuo Tang Xianghe Pang Zexi Liu Bohan Tang Rui Ye Xiaowen Dong Y. Wang Yanfeng Wang S. Chen SyDa LLMAG 124 3 0 21 Feb 2025
Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment Jingcheng Deng Zhongtao Jiang Liang Pang Liwei Chen Kun Xu Zihao Wei Huawei Shen Xueqi Cheng 49 1 0 17 Feb 2025
FinMTEB: Finance Massive Text Embedding Benchmark Yixuan Tang Yi Yang AIFin 58 0 0 16 Feb 2025
Collective Memory and Narrative Cohesion: A Computational Study of Palestinian Refugee Oral Histories in Lebanon Ghadeer Awwad Lavinia Dunagan David Gamba Tamara N. Rayan 31 0 0 23 Jan 2025
Open or Closed LLM for Lesser-Resourced Languages? Lessons from Greek John Pavlopoulos Juli Bakagianni K. Pouli M. Gavriilidou 50 0 0 22 Jan 2025
Text Clustering as Classification with LLMs Chen Huang Guoxiu He 36 2 0 03 Jan 2025
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
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge Jie He Nan Hu Wanqiu Long Jiaoyan Chen Jeff Z. Pan ELM LRM 92 6 0 22 Dec 2024
Large Language Model Can Be a Foundation for Hidden Rationale-Based Retrieval Luo Ji Feixiang Guo Teng Chen Qingqing Gu Xiaoyu Wang ... Peng Yu Yue Zhao Hongyang Lei Zhonglin Jiang Yong Chen RALM LRM 89 0 0 21 Dec 2024
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs Sheng-Chieh Lin Chankyu Lee M. Shoeybi Jimmy J. Lin Bryan Catanzaro Wei Ping 57 10 0 04 Nov 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 62 1 0 26 Oct 2024
Improving Model Evaluation using SMART Filtering of Benchmark Datasets Vipul Gupta Candace Ross David Pantoja R. Passonneau Megan Ung Adina Williams 49 1 0 26 Oct 2024
A Dual-Fusion Cognitive Diagnosis Framework for Open Student Learning Environments Yuanhao Liu Shuo Liu Yimeng Liu Jingwen Yang Hong Qian AI4Ed 25 0 0 19 Oct 2024
Residual Policy Learning for Perceptive Quadruped Control Using Differentiable Simulation Jing Yuan Luo Yunlong Song Victor Klemm Fan Shi Davide Scaramuzza Marco Hutter 26 1 0 04 Oct 2024
Mitigating Propensity Bias of Large Language Models for Recommender Systems Guixian Zhang Guan Yuan Debo Cheng Lin Liu Jiuyong Li Shichao Zhang 37 2 0 30 Sep 2024
Explaining Datasets in Words: Statistical Models with Natural Language Parameters Ruiqi Zhong Heng Wang Dan Klein Jacob Steinhardt 28 6 0 13 Sep 2024
MATE: Meet At The Embedding -- Connecting Images with Long Texts Young Kyun Jang Junmo Kang Yong Jae Lee Donghyun Kim VLM 24 5 0 26 Jun 2024
Fantastic Copyrighted Beasts and How (Not) to Generate Them Luxi He Yangsibo Huang Weijia Shi Tinghao Xie Haotian Liu Yue Wang Luke Zettlemoyer Chiyuan Zhang Danqi Chen Peter Henderson 39 9 0 20 Jun 2024
CodeRAG-Bench: Can Retrieval Augment Code Generation? Zora Zhiruo Wang Akari Asai Xinyan Velocity Yu Frank F. Xu Yiqing Xie Graham Neubig Daniel Fried RALM 67 29 0 20 Jun 2024
The Scandinavian Embedding Benchmarks: Comprehensive Assessment of Multilingual and Monolingual Text Embedding K. Enevoldsen Márton Kardos Niklas Muennighoff Kristoffer Laigaard Nielbo 18 9 0 04 Jun 2024
Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation Zhankui He Zhouhang Xie Harald Steck Dawen Liang Rahul Jha Nathan Kallus Julian McAuley 16 6 0 20 May 2024
BMRetriever: Tuning Large Language Models as Better Biomedical Text Retrievers Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Yanqiao Zhu M. D. Wang Joyce C. Ho Chao Zhang Carl Yang LM&MA 40 19 0 29 Apr 2024
REQUAL-LM: Reliability and Equity through Aggregation in Large Language Models Sana Ebrahimi N. Shahbazi Abolfazl Asudeh 19 1 0 17 Apr 2024
Improving the Capabilities of Large Language Model Based Marketing Analytics Copilots With Semantic Search And Fine-Tuning Yilin Gao Arava Sai Kumar Yancheng Li James W. Snyder AI4MH 27 2 0 16 Apr 2024
Gecko: Versatile Text Embeddings Distilled from Large Language Models Jinhyuk Lee Zhuyun Dai Xiaoqi Ren Blair Chen Daniel Matthew Cer ... Aditya Kusupati Prateek Jain Siddhartha Reddy Jonnalagadda Ming-Wei Chang Iftekhar Naim RALM VLM SyDa 27 40 0 29 Mar 2024
$Se^2$ : Sequential Example Selection for In-Context Learning Haoyu Liu Jianfeng Liu Shaohan Huang Yuefeng Zhan Hao Sun Weiwei Deng Furu Wei Qi Zhang 19 3 0 21 Feb 2024
UNSEE: Unsupervised Non-contrastive Sentence Embeddings Ömer Veysel Çagatan SSL 12 0 0 27 Jan 2024
Data-CUBE: Data Curriculum for Instruction-based Sentence Representation Learning Yingqian Min Kun Zhou Dawei Gao Wayne Xin Zhao He Hu Yaliang Li 14 1 0 07 Jan 2024
CoRTEx: Contrastive Learning for Representing Terms via Explanations with Applications on Constructing Biomedical Knowledge Graphs Huaiyuan Ying Zhengyun Zhao Yang Zhao Sihang Zeng Sheng Yu 15 3 0 13 Dec 2023
UniIR: Training and Benchmarking Universal Multimodal Information Retrievers Cong Wei Yang Chen Haonan Chen Hexiang Hu Ge Zhang Jie Fu Alan Ritter Wenhu Chen 28 50 0 28 Nov 2023
How Well Do Text Embedding Models Understand Syntax? Yan Zhang Zhaopeng Feng Zhiyang Teng Zuozhu Liu Haizhou Li 23 3 0 14 Nov 2023
Description-Based Text Similarity Shauli Ravfogel Valentina Pyatkin Amir D. N. Cohen Avshalom Manevich Yoav Goldberg 12 5 0 21 May 2023
Explaining black box text modules in natural language with language models Chandan Singh Aliyah R. Hsu Richard Antonello Shailee Jain Alexander G. Huth Bin-Xia Yu Jianfeng Gao MILM 14 46 0 17 May 2023
PWESuite: Phonetic Word Embeddings and Tasks They Facilitate Vilém Zouhar Kalvin Chang Chenxuan Cui Nathaniel Carlson Nathaniel R. Robinson Mrinmaya Sachan David R. Mortensen 13 2 0 05 Apr 2023
Task-aware Retrieval with Instructions Akari Asai Timo Schick Patrick Lewis Xilun Chen Gautier Izacard Sebastian Riedel Hannaneh Hajishirzi Wen-tau Yih 22 86 0 16 Nov 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand Jungo Kasai Keisuke Sakaguchi Ronan Le Bras Lavinia Dunagan Jacob Morrison Alexander R. Fabbri Yejin Choi Noah A. Smith 49 39 0 08 Dec 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 152 326 0 12 Aug 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 961 0 17 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021