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Towards Better Instruction Following Retrieval Models

Towards Better Instruction Following Retrieval Models

27 May 2025
Yuchen Zhuang
Aaron Trinh
Rushi Qiang
Haotian Sun
Chao Zhang
Hanjun Dai
Bo Dai
ArXiv (abs)PDFHTML

Papers citing "Towards Better Instruction Following Retrieval Models"

35 / 35 papers shown
Think Before You Retrieve: Learning Test-Time Adaptive Search with Small Language Models
Think Before You Retrieve: Learning Test-Time Adaptive Search with Small Language Models
Supriti Vijay
Aman Priyanshu
Anu Vellore
Baturay Saglam
Amin Karbasi
LRM
145
0
0
10 Nov 2025
Llama-Embed-Nemotron-8B: A Universal Text Embedding Model for Multilingual and Cross-Lingual Tasks
Llama-Embed-Nemotron-8B: A Universal Text Embedding Model for Multilingual and Cross-Lingual Tasks
Yauhen Babakhin
Radek Osmulski
Ronay Ak
Gabriel de Souza P. Moreira
Mengyao Xu
Benedikt Schifferer
Bo Liu
Even Oldridge
135
6
0
10 Nov 2025
RecoWorld: Building Simulated Environments for Agentic Recommender Systems
RecoWorld: Building Simulated Environments for Agentic Recommender Systems
Fei Liu
Xinyu Lin
Hanchao Yu
Mingyuan Wu
Jianyu Wang
...
Mingze Gao
Qifan Wang
Lizhu Zhang
Benyu Zhang
Xiangjun Fan
178
3
0
12 Sep 2025
A Vision for Geo-Temporal Deep Research Systems: Towards Comprehensive, Transparent, and Reproducible Geo-Temporal Information Synthesis
A Vision for Geo-Temporal Deep Research Systems: Towards Comprehensive, Transparent, and Reproducible Geo-Temporal Information Synthesis
Bruno Martins
Piotr Szymañski
Piotr Gramacki
195
0
0
17 Jun 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning
Sara Szymkuć
Hansi Zeng
Zhenrui Yue
Jinsung Yoon
Sercan O. Arik
Dong Wang
Hamed Zamani
Jiawei Han
OffRLAI4TSLRMRALMReLMKELM
845
653
0
12 Mar 2025
IFIR: A Comprehensive Benchmark for Evaluating Instruction-Following in Expert-Domain Information RetrievalNorth American Chapter of the Association for Computational Linguistics (NAACL), 2025
Tingyu Song
Guo Gan
Mingsheng Shang
Yilun Zhao
VLM
289
9
0
06 Mar 2025
DeepRAG: Thinking to Retrieve Step by Step for Large Language Models
DeepRAG: Thinking to Retrieve Step by Step for Large Language Models
Xinyan Guan
Jiali Zeng
Fandong Meng
Chunlei Xin
Yaojie Lu
Hongyu Lin
Jia Zheng
Le Sun
Jie Zhou
ReLMKELMLRM
334
7
0
03 Feb 2025
GPT-4o System Card
GPT-4o System Card
OpenAI OpenAI
:
Aaron Hurst
Adam Lerer
Adam P. Goucher
...
Yuchen He
Yuchen Zhang
Yujia Jin
Yunxing Dai
Yury Malkov
MLLM
571
2,913
0
25 Oct 2024
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like
  Language Models
Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language ModelsInternational Conference on Learning Representations (ICLR), 2024
Orion Weller
Benjamin Van Durme
Dawn J Lawrie
Ashwin Paranjape
Yuhao Zhang
Jack Hessel
LRMRALM
214
43
0
17 Sep 2024
NV-Retriever: Improving text embedding models with effective hard-negative mining
NV-Retriever: Improving text embedding models with effective hard-negative mining
Gabriel de Souza P. Moreira
Radek Osmulski
Mengyao Xu
Ronay Ak
Benedikt Schifferer
Even Oldridge
RALM
359
77
0
22 Jul 2024
Gecko: Versatile Text Embeddings Distilled from Large Language Models
Gecko: Versatile Text Embeddings Distilled from Large Language Models
Jinhyuk Lee
Zhuyun Dai
Xiaoqi Ren
Blair Chen
Daniel Cer
...
Aditya Kusupati
Prateek Jain
Siddhartha Reddy Jonnalagadda
Ming-Wei Chang
Iftekhar Naim
RALMVLMSyDa
347
79
0
29 Mar 2024
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow
  Instructions
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow InstructionsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Orion Weller
Benjamin Chang
Sean MacAvaney
Kyle Lo
Arman Cohan
Benjamin Van Durme
Dawn J Lawrie
Luca Soldaini
328
62
0
22 Mar 2024
INSTRUCTIR: A Benchmark for Instruction Following of Information
  Retrieval Models
INSTRUCTIR: A Benchmark for Instruction Following of Information Retrieval Models
Hanseok Oh
Hyunji Lee
Seonghyeon Ye
Haebin Shin
Hansol Jang
Changwook Jun
Minjoon Seo
250
33
0
22 Feb 2024
Improving Text Embeddings with Large Language Models
Improving Text Embeddings with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Liang Wang
Nan Yang
Xiaolong Huang
Linjun Yang
Rangan Majumder
Furu Wei
SyDa
545
305
0
31 Dec 2023
FollowBench: A Multi-level Fine-grained Constraints Following Benchmark
  for Large Language Models
FollowBench: A Multi-level Fine-grained Constraints Following Benchmark for Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Yuxin Jiang
Yufei Wang
Xingshan Zeng
Wanjun Zhong
Liangyou Li
Fei Mi
Lifeng Shang
Xin Jiang
Qun Liu
Wei Wang
ALM
346
69
0
31 Oct 2023
Proving Test Set Contamination in Black Box Language Models
Proving Test Set Contamination in Black Box Language ModelsInternational Conference on Learning Representations (ICLR), 2023
Yonatan Oren
Nicole Meister
Niladri Chatterji
Faisal Ladhak
Tatsunori B. Hashimoto
HILM
391
201
0
26 Oct 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language
  Models
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023
L. Yu
Weisen Jiang
Han Shi
Jincheng Yu
Zhengying Liu
Yu Zhang
James T. Kwok
Zheng Li
Adrian Weller
Weiyang Liu
OSLMLRM
563
555
0
21 Sep 2023
SamToNe: Improving Contrastive Loss for Dual Encoder Retrieval Models
  with Same Tower Negatives
SamToNe: Improving Contrastive Loss for Dual Encoder Retrieval Models with Same Tower NegativesAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Fedor Moiseev
Gustavo Hernández Ábrego
Peter Dornbach
I. Zitouni
Enrique Alfonseca
Zhe Dong
195
9
0
05 Jun 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions
Self-Instruct: Aligning Language Models with Self-Generated InstructionsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Yizhong Wang
Yeganeh Kordi
Swaroop Mishra
Alisa Liu
Noah A. Smith
Daniel Khashabi
Hannaneh Hajishirzi
ALMSyDaLRM
811
2,858
0
20 Dec 2022
One Embedder, Any Task: Instruction-Finetuned Text Embeddings
One Embedder, Any Task: Instruction-Finetuned Text EmbeddingsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Hongjin Su
Weijia Shi
Jungo Kasai
Yizhong Wang
Yushi Hu
Mari Ostendorf
Anuj Kumar
Noah A. Smith
Luke Zettlemoyer
Tao Yu
303
408
0
19 Dec 2022
Text Embeddings by Weakly-Supervised Contrastive Pre-training
Text Embeddings by Weakly-Supervised Contrastive Pre-training
Liang Wang
Nan Yang
Xiaolong Huang
Binxing Jiao
Linjun Yang
Daxin Jiang
Rangan Majumder
Furu Wei
VLM
674
1,041
0
07 Dec 2022
Task-aware Retrieval with Instructions
Task-aware Retrieval with InstructionsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Akari Asai
Timo Schick
Patrick Lewis
Xilun Chen
Gautier Izacard
Sebastian Riedel
Hannaneh Hajishirzi
Anuj Kumar
338
112
0
16 Nov 2022
MTEB: Massive Text Embedding Benchmark
MTEB: Massive Text Embedding BenchmarkConference of the European Chapter of the Association for Computational Linguistics (EACL), 2022
Niklas Muennighoff
Nouamane Tazi
L. Magne
Nils Reimers
1.0K
697
0
13 Oct 2022
Super-NaturalInstructions: Generalization via Declarative Instructions
  on 1600+ NLP Tasks
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP TasksConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yizhong Wang
Swaroop Mishra
Pegah Alipoormolabashi
Yeganeh Kordi
Amirreza Mirzaei
...
Chitta Baral
Yejin Choi
Noah A. Smith
Hannaneh Hajishirzi
Daniel Khashabi
ELM
652
1,025
0
16 Apr 2022
Training language models to follow instructions with human feedback
Training language models to follow instructions with human feedbackNeural Information Processing Systems (NeurIPS), 2022
Long Ouyang
Jeff Wu
Xu Jiang
Diogo Almeida
Carroll L. Wainwright
...
Amanda Askell
Peter Welinder
Paul Christiano
Jan Leike
Ryan J. Lowe
OSLMALM
2.1K
17,754
0
04 Mar 2022
Unsupervised Dense Information Retrieval with Contrastive Learning
Unsupervised Dense Information Retrieval with Contrastive Learning
Gautier Izacard
Mathilde Caron
Lucas Hosseini
Sebastian Riedel
Piotr Bojanowski
Armand Joulin
Edouard Grave
RALM
772
1,264
0
16 Dec 2021
PAIR: Leveraging Passage-Centric Similarity Relation for Improving Dense
  Passage Retrieval
PAIR: Leveraging Passage-Centric Similarity Relation for Improving Dense Passage RetrievalFindings (Findings), 2021
Ruiyang Ren
Shangwen Lv
Yingqi Qu
Jing Liu
Wayne Xin Zhao
Qiaoqiao She
Hua Wu
Haifeng Wang
Ji-Rong Wen
322
101
0
13 Aug 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information
  Retrieval Models
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models
Nandan Thakur
Nils Reimers
Andreas Rucklé
Abhishek Srivastava
Iryna Gurevych
VLM
1.4K
1,416
0
17 Apr 2021
DQI: Measuring Data Quality in NLP
DQI: Measuring Data Quality in NLP
Swaroop Mishra
Anjana Arunkumar
Bhavdeep Singh Sachdeva
Chris Bryan
Chitta Baral
296
36
0
02 May 2020
Dense Passage Retrieval for Open-Domain Question Answering
Dense Passage Retrieval for Open-Domain Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP), 2020
Vladimir Karpukhin
Barlas Oğuz
Sewon Min
Patrick Lewis
Ledell Yu Wu
Sergey Edunov
Danqi Chen
Anuj Kumar
RALM
717
4,905
0
10 Apr 2020
Document Ranking with a Pretrained Sequence-to-Sequence Model
Document Ranking with a Pretrained Sequence-to-Sequence ModelFindings (Findings), 2020
Rodrigo Nogueira
Zhiying Jiang
Jimmy J. Lin
290
698
0
14 Mar 2020
Improving Multilingual Sentence Embedding using Bi-directional Dual
  Encoder with Additive Margin Softmax
Improving Multilingual Sentence Embedding using Bi-directional Dual Encoder with Additive Margin Softmax
Yinfei Yang
Gustavo Hernández Ábrego
Steve Yuan
Mandy Guo
Qinlan Shen
Daniel Cer
Yun-hsuan Sung
B. Strope
R. Kurzweil
277
118
0
22 Feb 2019
Passage Re-ranking with BERT
Passage Re-ranking with BERT
Rodrigo Nogueira
Dong Wang
OOD
577
1,252
0
13 Jan 2019
Noise Contrastive Estimation and Negative Sampling for Conditional
  Models: Consistency and Statistical Efficiency
Noise Contrastive Estimation and Negative Sampling for Conditional Models: Consistency and Statistical Efficiency
Zhuang Ma
Michael Collins
180
162
0
06 Sep 2018
Efficient Natural Language Response Suggestion for Smart Reply
Efficient Natural Language Response Suggestion for Smart Reply
Matthew Henderson
Rami Al-Rfou
B. Strope
Yun-hsuan Sung
László Lukács
Ruiqi Guo
Sanjiv Kumar
Balint Miklos
R. Kurzweil
365
474
0
01 May 2017
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