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Large Dual Encoders Are Generalizable Retrievers

Large Dual Encoders Are Generalizable Retrievers

15 December 2021
Jianmo Ni
Chen Qu
Jing Lu
Zhuyun Dai
Gustavo Hernández Ábrego
Ji Ma
Vincent Zhao
Yi Luan
Keith B. Hall
Ming-Wei Chang
Yinfei Yang
    DML
ArXiv (abs)PDFHTML

Papers citing "Large Dual Encoders Are Generalizable Retrievers"

50 / 372 papers shown
Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval
Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information RetrievalAnnual Meeting of the Association for Computational Linguistics (ACL), 2025
Ze Liu
Junjie Zhou
Yueze Wang
Zheng Liu
Defu Lian
OffRL
969
4
0
17 Feb 2025
ALGEN: Few-shot Inversion Attacks on Textual Embeddings using Alignment and Generation
ALGEN: Few-shot Inversion Attacks on Textual Embeddings using Alignment and Generation
Yiyi Chen
Qiongkai Xu
Johannes Bjerva
428
4
0
16 Feb 2025
Cognitive Kernel: An Open-source Agent System towards Generalist Autopilots
Cognitive Kernel: An Open-source Agent System towards Generalist Autopilots
Han Zhang
Xiaoman Pan
Hongwei Wang
Kaixin Ma
Wenhao Yu
Dong Yu
LLMAG
457
7
0
03 Jan 2025
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding TasksInternational Conference on Learning Representations (ICLR), 2024
Ziyan Jiang
Rui Meng
Xinyi Yang
Semih Yavuz
Yingbo Zhou
Lei Ma
MLLMVLM
603
103
0
03 Jan 2025
LUSIFER: Language Universal Space Integration for Enhanced Multilingual Embeddings with Large Language Models
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
1.2K
1
0
01 Jan 2025
GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search
GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search
Matan Ben-Tov
Mahmood Sharif
RALM
536
4
0
30 Dec 2024
MINTQA: A Multi-Hop Question Answering Benchmark for Evaluating LLMs on New and Tail Knowledge
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
ELMLRM
568
19
0
22 Dec 2024
PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization
PA-RAG: RAG Alignment via Multi-Perspective Preference OptimizationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Jiayi Wu
Hengyi Cai
Lingyong Yan
Hao Sun
Xiang Li
Shuaiqiang Wang
D. Yin
Ming Gao
367
4
0
19 Dec 2024
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward ModelingAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Junyi Li
Hwee Tou Ng
LRM
419
4
0
19 Dec 2024
PerSphere: A Comprehensive Framework for Multi-Faceted Perspective
  Retrieval and Summarization
PerSphere: A Comprehensive Framework for Multi-Faceted Perspective Retrieval and SummarizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Yun Luo
Yingjie Li
Xiangkun Hu
Qinglin Qi
Fang Guo
Qipeng Guo
Zheng Zhang
Yue Zhang
283
0
0
17 Dec 2024
LLMs are Also Effective Embedding Models: An In-depth Overview
LLMs are Also Effective Embedding Models: An In-depth Overview
Chongyang Tao
Tao Shen
Shen Gao
Junshuo Zhang
Zhen Li
Kai Hua
Wenpeng Hu
Zhengwei Tao
Shuai Ma
399
29
0
17 Dec 2024
Generating a Low-code Complete Workflow via Task Decomposition and RAG
Orlando Marquez Ayala
Patrice Béchard
286
2
0
29 Nov 2024
Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features
Chancharik Mitra
Brandon Huang
Tianning Chai
Zhiqiu Lin
Assaf Arbelle
Rogerio Feris
Leonid Karlinsky
Trevor Darrell
Deva Ramanan
Roei Herzig
VLM
943
3
0
28 Nov 2024
Efficient Aspect-Based Summarization of Climate Change Reports with
  Small Language Models
Efficient Aspect-Based Summarization of Climate Change Reports with Small Language Models
Iacopo Ghinassi
Leonardo Catalano
Tommaso Colella
210
3
0
21 Nov 2024
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction
Po-han Li
Yunhao Yang
Mohammad Omama
Sandeep Chinchali
Ufuk Topcu
254
3
0
15 Nov 2024
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset
  for Security Research
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security ResearchConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Sian-Yao Huang
Cheng-Lin Yang
Hongpeng Zhou
Chun-Ying Huang
197
6
0
02 Nov 2024
Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection
Emoji Attack: Enhancing Jailbreak Attacks Against Judge LLM Detection
Zhipeng Wei
Yuqi Liu
N. Benjamin Erichson
AAML
271
1
0
01 Nov 2024
Length-Induced Embedding Collapse in PLM-based Models
Length-Induced Embedding Collapse in PLM-based ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Yuqi Zhou
Sunhao Dai
Zhanshuo Cao
Xiao Zhang
Jun Xu
244
1
0
31 Oct 2024
Retrieval-Augmented Generation with Estimation of Source Reliability
Retrieval-Augmented Generation with Estimation of Source Reliability
Jeongyeon Hwang
Junyoung Park
Hyejin Park
Dongwoo Kim
Sangdon Park
Jungseul Ok
RALM
476
5
0
30 Oct 2024
Sensor2Text: Enabling Natural Language Interactions for Daily Activity
  Tracking Using Wearable Sensors
Sensor2Text: Enabling Natural Language Interactions for Daily Activity Tracking Using Wearable SensorsProceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies (IMWUT), 2024
Wenqiang Chen
Jiaxuan Cheng
Leyao Wang
Wei Zhao
Wojciech Matusik
270
15
0
26 Oct 2024
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge RetrieversNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Dehai Min
Zhiyang Xu
Guilin Qi
Lifu Huang
Chenyu You
RALM
517
5
0
26 Oct 2024
Multi-Field Adaptive Retrieval
Multi-Field Adaptive RetrievalInternational Conference on Learning Representations (ICLR), 2024
Millicent Li
Tongfei Chen
Benjamin Van Durme
Patrick Xia
982
3
0
26 Oct 2024
Little Giants: Synthesizing High-Quality Embedding Data at Scale
Little Giants: Synthesizing High-Quality Embedding Data at ScaleNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Haonan Chen
Liang Wang
Nan Yang
Yinlin Zhu
Ziliang Zhao
Furu Wei
Zhicheng Dou
SyDa
279
9
0
24 Oct 2024
Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence
  Embeddings for Automatic Dialog Flow Extraction
Dialog2Flow: Pre-training Soft-Contrastive Action-Driven Sentence Embeddings for Automatic Dialog Flow ExtractionConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Sergio Burdisso
S. Madikeri
P. Motlícek
342
6
0
24 Oct 2024
Improving Model Factuality with Fine-grained Critique-based Evaluator
Improving Model Factuality with Fine-grained Critique-based EvaluatorAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Yiqing Xie
Wenxuan Zhou
Pradyot Prakash
Di Jin
Yuning Mao
...
Sinong Wang
Han Fang
Carolyn Rose
Daniel Fried
Hejia Zhang
HILM
542
12
0
24 Oct 2024
Compute-Constrained Data Selection
Compute-Constrained Data SelectionInternational Conference on Learning Representations (ICLR), 2024
Junjie Oscar Yin
Alexander M. Rush
607
4
0
21 Oct 2024
Large Language Models Are Overparameterized Text Encoders
Large Language Models Are Overparameterized Text EncodersWorkshop on Representation Learning for NLP (RepL4NLP), 2024
Thennal D K
Tim Fischer
Chris Biemann
218
4
0
18 Oct 2024
Retrieving Contextual Information for Long-Form Question Answering using
  Weak Supervision
Retrieving Contextual Information for Long-Form Question Answering using Weak SupervisionConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Philipp Christmann
Svitlana Vakulenko
Ionut Teodor Sorodoc
Bill Byrne
Adria de Gispert
RALM
204
0
0
11 Oct 2024
CSA: Data-efficient Mapping of Unimodal Features to Multimodal Features
CSA: Data-efficient Mapping of Unimodal Features to Multimodal FeaturesInternational Conference on Learning Representations (ICLR), 2024
Po-han Li
Sandeep Chinchali
Ufuk Topcu
462
5
0
10 Oct 2024
Accelerating Inference of Networks in the Frequency Domain
Accelerating Inference of Networks in the Frequency DomainACM Multimedia Asia (MMAsia), 2024
Chenqiu Zhao
Guanfang Dong
Anup Basu
325
51
0
06 Oct 2024
ALR$^2$: A Retrieve-then-Reason Framework for Long-context Question
  Answering
ALR2^22: A Retrieve-then-Reason Framework for Long-context Question Answering
Huayang Li
Pat Verga
Priyanka Sen
Bowen Yang
Vijay Viswanathan
Patrick Lewis
Taro Watanabe
Yixuan Su
RALMLRM
215
21
0
04 Oct 2024
UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling
  for Retrieval-Augmented Generation
UncertaintyRAG: Span-Level Uncertainty Enhanced Long-Context Modeling for Retrieval-Augmented Generation
Zixuan Li
Jing Xiong
Fanghua Ye
Chuanyang Zheng
Xun Wu
...
Xiaodan Liang
Chengming Li
Zhenan Sun
Lingpeng Kong
Ngai Wong
RALMUQLM
364
6
0
03 Oct 2024
Contextual Document Embeddings
Contextual Document EmbeddingsInternational Conference on Learning Representations (ICLR), 2024
John X. Morris
Alexander M. Rush
529
16
0
03 Oct 2024
L-CiteEval: Do Long-Context Models Truly Leverage Context for
  Responding?
L-CiteEval: Do Long-Context Models Truly Leverage Context for Responding?
Zecheng Tang
Keyan Zhou
Juntao Li
Baibei Ji
Jianye Hou
Min Zhang
268
7
0
03 Oct 2024
HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly
HELMET: How to Evaluate Long-Context Language Models Effectively and Thoroughly
Howard Yen
Tianyu Gao
Minmin Hou
Ke Ding
Daniel Fleischer
Peter Izsak
Moshe Wasserblat
Danqi Chen
ALMELM
377
75
0
03 Oct 2024
Inductive Generative Recommendation via Retrieval-based Speculation
Inductive Generative Recommendation via Retrieval-based Speculation
Yijie Ding
Jiacheng Li
Julian McAuley
Yupeng Hou
151
12
0
03 Oct 2024
PairDistill: Pairwise Relevance Distillation for Dense Retrieval
PairDistill: Pairwise Relevance Distillation for Dense RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Chao-Wei Huang
Yun-Nung Chen
264
6
0
02 Oct 2024
Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric
  Retrieval Model
Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric Retrieval ModelConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Nilanjan Sinhababu
Andrew Parry
Debasis Ganguly
D. Samanta
Pabitra Mitra
361
11
0
26 Sep 2024
Enhancing Post-Hoc Attributions in Long Document Comprehension via
  Coarse Grained Answer Decomposition
Enhancing Post-Hoc Attributions in Long Document Comprehension via Coarse Grained Answer DecompositionConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Pritika Ramu
Koustava Goswami
Apoorv Saxena
Balaji Vasan Srinivavsan
294
10
0
25 Sep 2024
Disentangling Questions from Query Generation for Task-Adaptive
  Retrieval
Disentangling Questions from Query Generation for Task-Adaptive RetrievalConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Yoonsang Lee
Minsoo Kim
Seung-won Hwang
RALM
246
3
0
25 Sep 2024
Unsupervised Text Representation Learning via Instruction-Tuning for
  Zero-Shot Dense Retrieval
Unsupervised Text Representation Learning via Instruction-Tuning for Zero-Shot Dense Retrieval
Qiuhai Zeng
Zimeng Qiu
Dae Yon Hwang
Xin He
William M. Campbell
RALM
199
1
0
24 Sep 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey
  on How to Make your LLMs use External Data More Wisely
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely
Siyun Zhao
Yuqing Yang
Zilong Wang
Zhiyuan He
Luna Qiu
Lili Qiu
SyDaRALM3DV
332
94
0
23 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to RefuseInternational Conference on Learning Representations (ICLR), 2024
Maojia Song
Shang Hong Sim
Rishabh Bhardwaj
Hai Leong Chieu
Navonil Majumder
Soujanya Poria
575
29
0
17 Sep 2024
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented
  Generation
KAG: Boosting LLMs in Professional Domains via Knowledge Augmented GenerationThe Web Conference (WWW), 2024
Lei Liang
Mengshu Sun
Zhengke Gui
Zhongshu Zhu
Zhouyu Jiang
...
Qing Cui
Wen Zhang
Huajun Chen
Wenguang Chen
Jun Zhou
288
75
0
10 Sep 2024
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training
  with Corrector Networks
A Fresh Take on Stale Embeddings: Improving Dense Retriever Training with Corrector NetworksInternational Conference on Machine Learning (ICML), 2024
Nicholas Monath
Will Grathwohl
Michael Boratko
Rob Fergus
Andrew McCallum
Manzil Zaheer
197
0
0
03 Sep 2024
A Statistical Framework for Data-dependent Retrieval-Augmented Models
A Statistical Framework for Data-dependent Retrieval-Augmented ModelsInternational Conference on Machine Learning (ICML), 2024
Soumya Basu
A. S. Rawat
Manzil Zaheer
RALM
282
2
0
27 Aug 2024
Large Language Models as Foundations for Next-Gen Dense Retrieval: A
  Comprehensive Empirical Assessment
Large Language Models as Foundations for Next-Gen Dense Retrieval: A Comprehensive Empirical AssessmentConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Kun Luo
Minghao Qin
Zheng Liu
Shitao Xiao
Jun Zhao
Kang Liu
300
20
0
22 Aug 2024
Decoding SEC Actions: Enforcement Trends through Analyzing Blockchain
  litigation using LLM-based Thematic Factor Mapping
Decoding SEC Actions: Enforcement Trends through Analyzing Blockchain litigation using LLM-based Thematic Factor Mapping
Junliang Luo
Xihan Xiong
William Knottenbelt
Xue Liu
170
1
0
21 Aug 2024
Mistral-SPLADE: LLMs for better Learned Sparse Retrieval
Mistral-SPLADE: LLMs for better Learned Sparse Retrieval
Meet Doshi
Vishwajeet Kumar
Rudra Murthy
Vignesh P
Jaydeep Sen
RALM
259
4
0
20 Aug 2024
Synergistic Approach for Simultaneous Optimization of Monolingual,
  Cross-lingual, and Multilingual Information Retrieval
Synergistic Approach for Simultaneous Optimization of Monolingual, Cross-lingual, and Multilingual Information Retrieval
Adel Elmahdy
Sheng-Chieh Lin
Amin Ahmad
232
2
0
20 Aug 2024
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