LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders

9 April 2024

Parishad BehnamGhader

Siva Reddy

Papers citing "LLM2Vec: Large Language Models Are Secretly Powerful Text Encoders"

35 / 35 papers shown

Title
Learning Item Representations Directly from Multimodal Features for Effective Recommendation Xin Zhou Xiaoxiong Zhang Dusit Niyato Zhiqi Shen 49 0 0 08 May 2025
Retrieval Augmented Generation Evaluation for Health Documents Mario Ceresa Lorenzo Bertolini Valentin Comte Nicholas Spadaro Barbara Raffael ... Sergio Consoli Amalia Muñoz Piñeiro Alex Patak Maddalena Querci Tobias Wiesenthal RALM 3DV 33 0 1 07 May 2025
COSMOS: Predictable and Cost-Effective Adaptation of LLMs Jiayu Wang Aws Albarghouthi Frederic Sala 45 0 0 30 Apr 2025
Context-Enhanced Contrastive Search for Improved LLM Text Generation Jaydip Sen Rohit Pandey Hetvi Waghela 46 0 0 22 Apr 2025
CSPLADE: Learned Sparse Retrieval with Causal Language Models Zhichao Xu Aosong Feng Yijun Tian Haibo Ding Lin Leee Cheong RALM 40 0 0 15 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization Bojana Ranković P. Schwaller BDL 86 0 0 08 Apr 2025
Unleashing the Power of LLMs in Dense Retrieval with Query Likelihood Modeling Hengran Zhang Keping Bi J. Guo Xiaojie Sun Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng RALM 66 0 0 07 Apr 2025
CASE -- Condition-Aware Sentence Embeddings for Conditional Semantic Textual Similarity Measurement Gaifan Zhang Yi Zhou Danushka Bollegala 73 0 0 21 Mar 2025
MultiConIR: Towards multi-condition Information Retrieval Xuan Lu Sifan Liu Bochao Yin Y. K. Li Xinghao Chen Hui Su Yaohui Jin Wenjun Zeng Xiaoyu Shen 66 0 0 13 Mar 2025
Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation Yingfeng Luo Tong Zheng Yongyu Mu B. Li Qinghong Zhang ... Ziqiang Xu Peinan Feng Xiaoqian Liu Tong Xiao Jingbo Zhu AI4CE 82 0 0 09 Mar 2025
ABC: Achieving Better Control of Multimodal Embeddings using VLMs Benjamin Schneider Florian Kerschbaum Wenhu Chen 67 0 0 01 Mar 2025
Kanana: Compute-efficient Bilingual Language Models Kanana LLM Team Yunju Bak Hojin Lee Minho Ryu Jiyeon Ham ... Daniel Lee Minchul Lee M. Lee Shinbok Lee Gaeun Seo 88 1 0 26 Feb 2025
Scaling Sparse and Dense Retrieval in Decoder-Only LLMs Hansi Zeng Julian Killingback Hamed Zamani RALM 67 1 0 24 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation Abdelrahman Abdallah Bhawna Piryani Jamshid Mozafari Mohammed Ali Adam Jatowt 79 1 0 21 Feb 2025
How Much Do LLMs Hallucinate across Languages? On Multilingual Estimation of LLM Hallucination in the Wild Saad Obaid ul Islam Anne Lauscher Goran Glavas HILM LRM 115 1 0 21 Feb 2025
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 48 2 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
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
LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models Hieu Man Nghia Trung Ngo Viet Dac Lai Ryan Rossi Franck Dernoncourt T. Nguyen 76 0 0 01 Jan 2025
GloCOM: A Short Text Neural Topic Model via Global Clustering Context Quang Duc Nguyen Tung Nguyen Duc Anh Nguyen L. Van Sang Dinh T. Nguyen 61 0 0 30 Nov 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
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers Dehai Min Zhiyang Xu Guilin Qi Lifu Huang Chenyu You RALM 65 1 0 26 Oct 2024
Conjuring Semantic Similarity Tian Yu Liu Stefano Soatto DiffM 27 0 0 21 Oct 2024
GenEOL: Harnessing the Generative Power of LLMs for Training-Free Sentence Embeddings Raghuveer Thirukovalluru Bhuwan Dhingra 29 2 0 18 Oct 2024
Multi-Robot Motion Planning with Diffusion Models Yorai Shaoul Itamar Mishani Shivam Vats Jiaoyang Li Maxim Likhachev DiffM 38 5 0 04 Oct 2024
Crosslingual Capabilities and Knowledge Barriers in Multilingual Large Language Models Lynn Chua Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Pasin Manurangsi Amer Sinha Chulin Xie Chiyuan Zhang 51 1 0 23 Jun 2024
An Investigation of Prompt Variations for Zero-shot LLM-based Rankers Shuoqi Sun Shengyao Zhuang Shuai Wang Guido Zuccon 40 5 0 20 Jun 2024
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models Chankyu Lee Rajarshi Roy Mengyao Xu Jonathan Raiman M. Shoeybi Bryan Catanzaro Wei Ping RALM 40 137 0 27 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
Repetition Improves Language Model Embeddings Jacob Mitchell Springer Suhas Kotha Daniel Fried Graham Neubig Aditi Raghunathan 40 28 0 23 Feb 2024
Looking Right is Sometimes Right: Investigating the Capabilities of Decoder-only LLMs for Sequence Labeling David Dukić Jan Šnajder 24 11 0 25 Jan 2024
A Setwise Approach for Effective and Highly Efficient Zero-shot Ranking with Large Language Models Shengyao Zhuang Honglei Zhuang Bevan Koopman Guido Zuccon 30 21 0 14 Oct 2023
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 303 11,730 0 04 Mar 2022
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 204 412 0 24 Jan 2022
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 221 402 0 24 Feb 2021