Improving Text Embeddings with Large Language Models

31 December 2023

Liang Wang

Papers citing "Improving Text Embeddings with Large Language Models"

50 / 111 papers shown

Title
UniMoCo: Unified Modality Completion for Robust Multi-Modal Embeddings Jiajun Qin Yuan Pu Zhuolun He Seunggeun Kim David Z. Pan Bei Yu 9 0 0 17 May 2025
Breaking the Batch Barrier (B3) of Contrastive Learning via Smart Batch Mining Raghuveer Thirukovalluru Rui Meng Yong-Jin Liu Karthikeyan K Mingyi Su Ping Nie Semih Yavuz Yingbo Zhou Wenhu Chen Bhuwan Dhingra 17 0 0 16 May 2025
Real-Time Out-of-Distribution Failure Prevention via Multi-Modal Reasoning Milan Ganai Rohan Sinha Christopher Agia Daniel Morton Marco Pavone OffRL LRM AI4CE 30 0 0 15 May 2025
S-DAT: A Multilingual, GenAI-Driven Framework for Automated Divergent Thinking Assessment J. Haase P. Hanel Sebastian Pokutta LRM 26 0 0 14 May 2025
Learning Item Representations Directly from Multimodal Features for Effective Recommendation Xin Zhou Xiaoxiong Zhang Dusit Niyato Zhiqi Shen 56 0 0 08 May 2025
EvidenceBench: A Benchmark for Extracting Evidence from Biomedical Papers Jiadong Wang Weili Cao Kaicheng Wang Xiaoyue Wang Ashish Dalvi ... David E. Neal Maxim Khan Christopher D. Rosin R. Paturi Leon Bergen 33 0 0 25 Apr 2025
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation Chanyeol Choi Jihoon Kwon Jaeseon Ha Hojun Choi Chaewoon Kim Yongjae Lee Jy-yong Sohn Alejandro Lopez-Lira RALM 61 0 0 22 Apr 2025
A Case Study Exploring the Current Landscape of Synthetic Medical Record Generation with Commercial LLMs Yihan Lin Zhirong Bella Yu Simon Lee SyDa 51 0 0 20 Apr 2025
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents Ryota Tanaka Taichi Iki Taku Hasegawa Kyosuke Nishida Kuniko Saito Jun Suzuki VLM 52 1 0 14 Apr 2025
Understanding and Optimizing Multi-Stage AI Inference Pipelines Abhimanyu Bambhaniya Hanjiang Wu Suvinay Subramanian Sudarshan Srinivasan Souvik Kundu Amir Yazdanbakhsh Suvinay Subramanian Madhu Kumar Tushar Krishna 159 0 0 14 Apr 2025
Can you map it to English? The Role of Cross-Lingual Alignment in Multilingual Performance of LLMs Kartik Ravisankar HyoJung Han Marine Carpuat 31 0 0 13 Apr 2025
StyleRec: A Benchmark Dataset for Prompt Recovery in Writing Style Transformation Shenyang Liu Yang Gao Shaoyan Zhai Liqiang Wang 32 0 0 06 Apr 2025
The Use of Gaze-Derived Confidence of Inferred Operator Intent in Adjusting Safety-Conscious Haptic Assistance Jeremy D. Webb Michael Bowman Songpo Li Xiaoli Zhang 34 0 0 04 Apr 2025
Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study Aryan Agrawal Lisa Alazraki Shahin Honarvar Marek Rei 57 0 0 03 Apr 2025
LLM-VPRF: Large Language Model Based Vector Pseudo Relevance Feedback Hang Li Shengyao Zhuang Bevan Koopman Guido Zuccon VLM 46 0 0 02 Apr 2025
Enhancing Negation Awareness in Universal Text Embeddings: A Data-efficient and Computational-efficient Approach Hongliu Cao 67 0 0 01 Apr 2025
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations Yubo Wang Xueguang Ma Ping Nie Huaye Zeng Zhiheng Lyu Yuyao Zhang Benjamin Schneider Yi Lu Xiang Yue Wenhu Chen RALM 53 0 0 01 Apr 2025
Imagine All The Relevance: Scenario-Profiled Indexing with Knowledge Expansion for Dense Retrieval Sangam Lee Ryang Heo SeongKu Kang Dongha Lee RALM 61 1 0 29 Mar 2025
Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks Nina Shvetsova Arsha Nagrani Bernt Schiele Hilde Kuehne Christian Rupprecht 53 0 0 24 Mar 2025
Word2Minecraft: Generating 3D Game Levels through Large Language Models Shuo Huang Muhammad Umair Nasir Steven D. James Julian Togelius 42 0 0 18 Mar 2025
4D LangSplat: 4D Language Gaussian Splatting via Multimodal Large Language Models Wanhua Li Renping Zhou Jiawei Zhou Yingwei Song Johannes Herter Minghan Qin Gao Huang Hanspeter Pfister 3DGS VLM 66 0 0 13 Mar 2025
Personalize Your LLM: Fake it then Align it Yijing Zhang Dyah Adila Changho Shin Frederic Sala 91 0 0 02 Mar 2025
ABC: Achieving Better Control of Multimodal Embeddings using VLMs Benjamin Schneider Florian Kerschbaum Wenhu Chen 165 0 0 01 Mar 2025
Granite Embedding Models Parul Awasthy Aashka Trivedi Yulong Li Mihaela A. Bornea David D. Cox ... Sukriti Sharma Avirup Sil Kate Soule Arafat Sultan Radu Florian RALM 70 1 0 27 Feb 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 98 1 0 26 Feb 2025
DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense Retrievers Xueguang Ma Xi Lin Barlas Oğuz Jimmy Lin Wen-tau Yih Xilun Chen RALM 88 3 0 25 Feb 2025
Scale-Free Graph-Language Models Jianglin Lu Yixuan Liu Yitian Zhang Y. Fu 73 1 0 24 Feb 2025
Enhancing Financial Time-Series Forecasting with Retrieval-Augmented Large Language Models Mengxi Xiao Z. L. Jiang Lingfei Qian Zhengyu Chen Yueru He ... Ruey-Ling Weng Min Peng J. Huang Sophia Ananiadou Qianqian Xie RALM AIFin AI4TS 65 0 0 09 Feb 2025
Enhanced Retrieval of Long Documents: Leveraging Fine-Grained Block Representations with Large Language Models Minghan Li Eric Gaussier Guodong Zhou RALM 68 0 0 28 Jan 2025
Chain-of-Retrieval Augmented Generation Liang Wang Haonan Chen Nan Yang Xiaolong Huang Zhicheng Dou Furu Wei RALM LRM ReLM 3DV 88 6 0 24 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 20 0 03 Jan 2025
GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search Matan Ben-Tov Mahmood Sharif RALM 40 1 0 31 Dec 2024
GME: Improving Universal Multimodal Retrieval by Multimodal LLMs Xin Zhang Yanzhao Zhang Wen Xie Mingxin Li Ziqi Dai Dingkun Long Pengjun Xie Meishan Zhang Wenjie Li Hao Fei 116 8 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 99 0 0 21 Dec 2024
Enriching Social Science Research via Survey Item Linking Tornike Tsereteli Daniel Ruffinelli Simone Paolo Ponzetto LRM 75 0 0 20 Dec 2024
LLMs are Also Effective Embedding Models: An In-depth Overview Chongyang Tao Tao Shen Shen Gao Junshuo Zhang Zhen Li Zhengwei Tao Shuai Ma 83 7 0 17 Dec 2024
CoRNStack: High-Quality Contrastive Data for Better Code Retrieval and Reranking Tarun Suresh R. Reddy Yifei Xu Zach Nussbaum Andriy Mulyar Brandon Duderstadt Heng Ji 89 3 0 01 Dec 2024
Enhancing Table Representations with LLM-powered Synthetic Data Generation Dayu Yang Natawut Monaikul Amanda Ding Bozhao Tan Kishore Mosaliganti Giri Iyengar 36 0 0 04 Nov 2024
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs Sheng-Chieh Lin Chankyu Lee M. Shoeybi Jimmy J. Lin Bryan Catanzaro Ming-Yu Liu 70 12 0 04 Nov 2024
AttackQA: Development and Adoption of a Dataset for Assisting Cybersecurity Operations using Fine-tuned and Open-Source LLMs Varun Badrinath Krishna 37 0 0 01 Nov 2024
Length-Induced Embedding Collapse in Transformer-based Models Yuqi Zhou Sunhao Dai Zhanshuo Cao Xiao Zhang Jun Xu 47 0 0 31 Oct 2024
Automating Quantum Software Maintenance: Flakiness Detection and Root Cause Analysis Janakan Sivaloganathan Ainaz Jamshidi A. Miranskyy Lei Zhang 39 1 0 31 Oct 2024
RARe: Retrieval Augmented Retrieval with In-Context Examples Atula Tejaswi Yoonsang Lee Sujay Sanghavi Eunsol Choi RALM LRM 25 1 0 26 Oct 2024
Layer by Layer: Uncovering Where Multi-Task Learning Happens in Instruction-Tuned Large Language Models Zheng Zhao Yftah Ziser Shay B. Cohen 33 0 0 25 Oct 2024
From Isolated Conversations to Hierarchical Schemas: Dynamic Tree Memory Representation for LLMs Alireza Rezazadeh Zichao Li Wei Wei Yujia Bao 40 4 0 17 Oct 2024
On Debiasing Text Embeddings Through Context Injection Thomas Uriot 37 0 0 14 Oct 2024
LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory Di Wu Hongwei Wang W. Yu Yuwei Zhang Kai-Wei Chang Dong Yu RALM KELM 46 13 0 14 Oct 2024
Can a large language model be a gaslighter? Wei Li Luyao Zhu Yang Song Ruixi Lin Rui Mao Yang You 26 0 0 11 Oct 2024
MELO: An Evaluation Benchmark for Multilingual Entity Linking of Occupations Federico Retyk Luis Gasco Casimiro Pio Carrino Daniel Deniz Rabih Zbib 33 0 0 10 Oct 2024
LLM Embeddings Improve Test-time Adaptation to Tabular $Y\|X$ -Shifts Yibo Zeng Jiashuo Liu H. Lam Hongseok Namkoong LMTD 26 1 0 09 Oct 2024