Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks.

Paul Suganthan G. C. Paul Suganthan

Paul Suganthan Fedor Moiseev Le Yan Junru Wu Jianmo Ni Jay Han Imed Zitouni Enrique Alfonseca Xuanhui Wang Zhe Dong Adapting Decoder-Based Language Models for Diverse Encoder Downstream Tasks. 2025 March abs/2503.02656 CoRR https://doi.org/10.48550/arXiv.2503.02656 db/journals/corr/corr2503.html#abs-2503-02656 streams/journals/corr

Jinhyuk Lee Feiyang Chen Sahil Dua Daniel Cer Madhuri Shanbhogue Iftekhar Naim Gustavo Hernández Ábrego Zhe Li Kaifeng Chen Henrique Schechter Vera Xiaoqi Ren Shanfeng Zhang Daniel Salz Michael Boratko Jay Han Blair Chen Shuo Huang Vikram Rao Paul Suganthan Feng Han Andreas Doumanoglou Nithi Gupta Fedor Moiseev Cathy Yip Aashi Jain Simon Baumgartner Shahrokh Shahi Frank Palma Gomez Sandeep Mariserla Min Choi Parashar Shah Sonam Goenka Ke Chen Ye Xia Koert Chen Sai Meher Karthik Duddu Yichang Chen Trevor Walker Wenlei Zhou Rakesh Ghiya Zach Gleicher Karan Gill Zhe Dong Mojtaba Seyedhosseini Yun-Hsuan Sung Raphael Hoffmann Tom Duerig Gemini Embedding: Generalizable Embeddings from Gemini. 2025 March abs/2503.07891 CoRR https://doi.org/10.48550/arXiv.2503.07891 db/journals/corr/corr2503.html#abs-2503-07891 streams/journals/corr

Biao Zhang Fedor Moiseev Joshua Ainslie Paul Suganthan Min Ma Surya Bhupatiraju Federico Lebrón Orhan Firat Armand Joulin Zhe Dong Encoder-Decoder Gemma: Improving the Quality-Efficiency Trade-Off via Adaptation. 2025 April abs/2504.06225 CoRR https://doi.org/10.48550/arXiv.2504.06225 db/journals/corr/corr2504.html#abs-2504-06225 streams/journals/corr

Cristian-Ioan Blaga Paul Suganthan Sahil Dua Krishna Srinivasan Enrique Alfonseca Péter Dornbach Tom Duerig Imed Zitouni Zhe Dong Entity Image and Mixed-Modal Image Retrieval Datasets. 2025 June abs/2506.02291 CoRR https://doi.org/10.48550/arXiv.2506.02291 db/journals/corr/corr2506.html#abs-2506-02291 streams/journals/corr

Junru Wu Le Yan Zhen Qin 0001 Honglei Zhuang Paul Suganthan G. C. Tianqi Liu 0002 Zhe Dong Xuanhui Wang Harrie Oosterhuis Harnessing Pairwise Ranking Prompting Through Sample-Efficient Ranking Distillation. 2025 July abs/2507.04820 CoRR https://doi.org/10.48550/arXiv.2507.04820 db/journals/corr/corr2507.html#abs-2507-04820 streams/journals/corr

Henrique Schechter Vera Sahil Dua Biao Zhang Daniel Salz Ryan Mullins Sindhu Raghuram Panyam Sara Smoot Iftekhar Naim Joe Zou Feiyang Chen Daniel Cer Alice Lisak Min Choi Lucas Gonzalez Omar Sanseviero Glenn Cameron Ian Ballantyne Kat Black Kaifeng Chen Weiyi Wang Zhe Li Gus Martins Jinhyuk Lee Mark Sherwood Ju-yeong Ji Renjie Wu 0010 Jingxiao Zheng Jyotinder Singh Abheesht Sharma Divyashree Sreepathihalli Aashi Jain Adham Elarabawy AJ Co Andreas Doumanoglou Babak Samari Ben Hora Brian Potetz Dahun Kim Enrique Alfonseca Fedor Moiseev Feng Han Frank Palma Gomez Gustavo Hernández Ábrego Hesen Zhang Hui Hui Jay Han Karan Gill Ke Chen Koert Chen Madhuri Shanbhogue Michael Boratko Paul Suganthan Sai Meher Karthik Duddu Sandeep Mariserla Setareh Ariafar Shanfeng Zhang Shijie Zhang Simon Baumgartner Sonam Goenka Steve Qiu Tanmaya Dabral Trevor Walker Vikram Rao Waleed Khawaja Wenlei Zhou Xiaoqi Ren Ye Xia Yichang Chen Yi-Ting Chen Zhe Dong Zhongli Ding Francesco Visin Gaël Liu Jiageng Zhang Kathleen Kenealy Michelle Casbon Ravin Kumar Thomas Mesnard Zach Gleicher Cormac Brick Olivier Lacombe Adam Roberts Qin Yin Yun-Hsuan Sung Raphael Hoffmann Tris Warkentin Armand Joulin Tom Duerig Mojtaba Seyedhosseini EmbeddingGemma: Powerful and Lightweight Text Representations. 2025 September abs/2509.20354 CoRR https://doi.org/10.48550/arXiv.2509.20354 db/journals/corr/corr2509.html#abs-2509-20354 streams/journals/corr

Biao Zhang Paul Suganthan Gaël Liu Ilya Philippov Sahil Dua Ben Hora Kat Black Gus Martins Omar Sanseviero Shreya Pathak Cassidy Hardin Francesco Visin Jiageng Zhang Kathleen Kenealy Qin Yin Xiaodan Song Olivier Lacombe Armand Joulin Tris Warkentin Adam Roberts T5Gemma 2: Seeing, Reading, and Understanding Longer. 2025 December abs/2512.14856 CoRR https://doi.org/10.48550/arXiv.2512.14856 db/journals/corr/corr2512.html#abs-2512-14856 streams/journals/corr

Zifan Liu Evan Rosen Paul Suganthan G. C. AutoSlicer: Scalable Automated Data Slicing for ML Model Analysis. 2022 abs/2212.09032 CoRR https://doi.org/10.48550/arXiv.2212.09032 db/journals/corr/corr2212.html#abs-2212-09032

Mike Dreves Gene Huang Zhuo Peng Neoklis Polyzotis Evan Rosen Paul Suganthan G. C. Validating Data and Models in Continuous ML Pipelines. 42-50 2021 44 IEEE Data Eng. Bull. 1 http://sites.computer.org/debull/A21mar/p42.pdf db/journals/debu/debu44.html#DrevesHPPRC21

AnHai Doan Pradap Konda Paul Suganthan G. C. Yash Govind Derek Paulsen Kaushik Chandrasekhar Philip Martinkus Matthew Christie Magellan: toward building ecosystems of entity matching solutions. 83-91 2020 63 Commun. ACM 8 https://doi.org/10.1145/3405476 db/journals/cacm/cacm63.html#DoanKCGPCMC20

Mike Dreves Gene Huang Zhuo Peng Neoklis Polyzotis Evan Rosen Paul Suganthan G. C. From Data to Models and Back. 1:1-1:4 2020 DEEM@SIGMOD https://doi.org/10.1145/3399579.3399868 conf/sigmod/2020deem db/conf/sigmod/deem2020.html#DrevesHPPRG20 Emily Caveness Paul Suganthan G. C. Zhuo Peng Neoklis Polyzotis Sudip Roy 0002 Martin Zinkevich TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines. 2793-2796 2020 SIGMOD Conference https://doi.org/10.1145/3318464.3384707 conf/sigmod/2020 db/conf/sigmod/sigmod2020.html#CavenessCPP0Z20 Yash Govind Pradap Konda Paul Suganthan G. C. Philip Martinkus Palaniappan Nagarajan Han Li Aravind Soundararajan Sidharth Mudgal Jeffrey R. Ballard Haojun Zhang Adel Ardalan Sanjib Das Derek Paulsen Amanpreet Singh Saini Erik Paulson 0001 Youngchoon Park Marshall Carter Mingju Sun Glenn Moo Fung AnHai Doan Entity Matching Meets Data Science: A Progress Report from the Magellan Project. 389-403 2019 SIGMOD Conference https://doi.org/10.1145/3299869.3314042 conf/sigmod/2019 db/conf/sigmod/sigmod2019.html#GovindKCMNLSMBZ19

AnHai Doan Pradap Konda Paul Suganthan G. C. Adel Ardalan Jeffrey R. Ballard Sanjib Das Yash Govind Han Li Philip Martinkus Sidharth Mudgal Erik Paulson 0001 Haojun Zhang Toward a System Building Agenda for Data Integration (and Data Science). 35-46 2018 41 IEEE Data Eng. Bull. 2 http://sites.computer.org/debull/A18june/p35.pdf db/journals/debu/debu41.html#DoanKCABDGLMMPZ18

Yash Govind Erik Paulson 0001 Palaniappan Nagarajan Paul Suganthan G. C. AnHai Doan Youngchoon Park Glenn Fung Devin Conathan Marshall Carter Mingju Sun CloudMatcher: A Hands-Off Cloud/Crowd Service for Entity Matching. 2042-2045 2018 11 Proc. VLDB Endow. 12 http://www.vldb.org/pvldb/vol11/p2042-govind.pdf https://doi.org/10.14778/3229863.3236255 https://www.wikidata.org/entity/Q129268702 db/journals/pvldb/pvldb11.html#GovindPNCDPFCCS18

Paul Suganthan G. C. Adel Ardalan AnHai Doan Aditya Akella Smurf: Self-Service String Matching Using Random Forests. 278-291 2018 12 Proc. VLDB Endow. 3 http://www.vldb.org/pvldb/vol12/p278-c..pdf https://doi.org/10.14778/3291264.3291272 db/journals/pvldb/pvldb12.html#CADA18

Pradap Konda Sanjib Das Paul Suganthan G. C. Philip Martinkus Adel Ardalan Jeffrey R. Ballard Yash Govind Han Li Fatemah Panahi Haojun Zhang Jeffrey F. Naughton Shishir Prasad Ganesh Krishnan Rohit Deep Vijay Raghavendra Technical Perspective: : Toward Building Entity Matching Management Systems. 33-40 2018 47 SIGMOD Rec. 1 https://doi.org/10.1145/3277006.3277015 db/journals/sigmod/sigmod47.html#KondaDCMABGLPZN18

Han Li Pradap Konda Paul Suganthan G. C. AnHai Doan Benjamin Snyder Youngchoon Park Ganesh Krishnan Rohit Deep Vijay Raghavendra MatchCatcher: A Debugger for Blocking in Entity Matching. 193-204 2018 EDBT https://doi.org/10.5441/002/edbt.2018.18 conf/edbt/2018 db/conf/edbt/edbt2018.html#LiKCDSPKDR18 AnHai Doan Adel Ardalan Jeffrey R. Ballard Sanjib Das Yash Govind Pradap Konda Han Li Sidharth Mudgal Erik Paulson 0001 Paul Suganthan G. C. Haojun Zhang Human-in-the-Loop Challenges for Entity Matching: A Midterm Report. 12:1-12:6 2017 HILDA@SIGMOD https://doi.org/10.1145/3077257.3077268 conf/sigmod/2017hilda db/conf/sigmod/hilda2017.html#DoanABDGKLMPCZ17 Sanjib Das Paul Suganthan G. C. AnHai Doan Jeffrey F. Naughton Ganesh Krishnan Rohit Deep Esteban Arcaute Vijay Raghavendra Youngchoon Park Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services. 1431-1446 2017 SIGMOD Conference https://doi.org/10.1145/3035918.3035960 https://www.wikidata.org/entity/Q131120962 conf/sigmod/2017 db/conf/sigmod/sigmod2017.html#DasCDNKDARP17

AnHai Doan Adel Ardalan Jeffrey R. Ballard Sanjib Das Yash Govind Pradap Konda Han Li Erik Paulson 0001 Paul Suganthan G. C. Haojun Zhang Toward a System Building Agenda for Data Integration. 2017 abs/1710.00027 CoRR http://arxiv.org/abs/1710.00027 db/journals/corr/corr1710.html#abs-1710-00027

Pradap Konda Sanjib Das Paul Suganthan G. C. AnHai Doan Adel Ardalan Jeffrey R. Ballard Han Li Fatemah Panahi Haojun Zhang Jeffrey F. Naughton Shishir Prasad Ganesh Krishnan Rohit Deep Vijay Raghavendra Magellan: Toward Building Entity Matching Management Systems. 1197-1208 2016 9 Proc. VLDB Endow. 12 http://www.vldb.org/pvldb/vol9/p1197-pkonda.pdf https://doi.org/10.14778/2994509.2994535 db/journals/pvldb/pvldb9.html#KondaDCDABLPZNP16

Pradap Konda Sanjib Das Paul Suganthan G. C. AnHai Doan Adel Ardalan Jeffrey R. Ballard Han Li Fatemah Panahi Haojun Zhang Jeffrey F. Naughton Shishir Prasad Ganesh Krishnan Rohit Deep Vijay Raghavendra Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks. 1581-1584 2016 9 Proc. VLDB Endow. 13 http://www.vldb.org/pvldb/vol9/p1581-konda.pdf https://doi.org/10.14778/3007263.3007314 db/journals/pvldb/pvldb9.html#KondaDCDABLPZNP16a

Paul Suganthan G. C. Chong Sun Krishna Gayatri K. Haojun Zhang Frank Yang Narasimhan Rampalli Shishir Prasad Esteban Arcaute Ganesh Krishnan Rohit Deep Vijay Raghavendra AnHai Doan Why Big Data Industrial Systems Need Rules and What We Can Do About It. 265-276 2015 SIGMOD Conference https://doi.org/10.1145/2723372.2742784 conf/sigmod/2015 db/conf/sigmod/sigmod2015.html#CSKZYRPAKDRD15

Xiaoyong Chai Omkar Deshpande Nikesh Garera Rohit Kumar 0006 Wang Lam Digvijay S. Lamba Lu Liu Mitul Tiwari Michel Tourn Zoheb Vacheri STS Prasad Sri Subramaniam Venky Harinarayan Anand Rajaraman Adel Ardalan Sanjib Das Paul Suganthan G. C. AnHai Doan Social Media Analytics: The Kosmix Story. 4-12 2013 36 IEEE Data Eng. Bull. 3 http://sites.computer.org/debull/A13sept/p4.pdf db/journals/debu/debu36.html#ChaiDGGLLLTTVPSHRADCD13

Gustavo Hernández Ábrego Joshua Ainslie Aditya Akella Enrique Alfonseca Esteban Arcaute Adel Ardalan Setareh Ariafar Ian Ballantyne Jeffrey R. Ballard Simon Baumgartner Surya Bhupatiraju Kat Black Cristian-Ioan Blaga Michael Boratko Cormac Brick Glenn Cameron Marshall Carter Michelle Casbon Emily Caveness Daniel M. CerDaniel Cer Xiaoyong Chai Kaushik Chandrasekhar Blair Chen Feiyang Chen Kaifeng Chen Ke Chen Koert Chen Yi-Ting Chen Yichang Chen Min Choi Matthew Christie AJ Co Devin Conathan Tanmaya Dabral Sanjib Das Rohit Deep Omkar Deshpande Zhongli Ding AnHai Doan Zhe Dong Péter Dornbach Andreas Doumanoglou Mike Dreves Sahil Dua Sai Meher Karthik Duddu Tom Duerig Adham Elarabawy Orhan Firat Glenn FungGlenn Moo Fung Nikesh Garera Rakesh Ghiya Karan Gill Zach Gleicher Sonam Goenka Frank Palma Gomez Lucas Gonzalez Yash Govind Nithi Gupta Feng Han Jay Han Cassidy Hardin Venky Harinarayan Raphael Hoffmann Ben Hora Gene Huang Shuo Huang Hui Hui Aashi Jain Ju-yeong Ji Armand Joulin Krishna Gayatri K. Kathleen Kenealy Waleed Khawaja Dahun Kim Pradap Konda Ganesh Krishnan Ravin Kumar Rohit Kumar 0006 Olivier Lacombe Wang Lam Digvijay S. Lamba Federico Lebrón Jinhyuk Lee Han Li Zhe Li Alice Lisak Gaël Liu Lu Liu Tianqi Liu 0002 Zifan Liu Min Ma Sandeep Mariserla Philip Martinkus Gus Martins Thomas Mesnard Fedor Moiseev Sidharth Mudgal Ryan Mullins Palaniappan Nagarajan Iftekhar Naim Jeffrey F. Naughton Jianmo Ni Harrie Oosterhuis Fatemah Panahi Sindhu Raghuram Panyam Youngchoon Park Shreya Pathak Derek Paulsen Erik Paulson 0001 Zhuo Peng Ilya Philippov Neoklis Polyzotis Brian Potetz Shishir Prasad STS Prasad Zhen Qin 0001 Steve Qiu Vijay Raghavendra Anand Rajaraman Narasimhan Rampalli Vikram Rao Xiaoqi Ren Adam Roberts Evan Rosen Sudip Roy 0002 Amanpreet Singh Saini Daniel Salz Babak Samari Omar Sanseviero Mojtaba Seyedhosseini Parashar Shah Shahrokh Shahi Madhuri Shanbhogue Abheesht Sharma Mark Sherwood Jyotinder Singh Sara Smoot Benjamin Snyder Xiaodan Song Aravind Soundararajan Divyashree Sreepathihalli Krishna Srinivasan Sri Subramaniam Chong Sun Mingju Sun Yun-Hsuan Sung Mitul Tiwari Michel Tourn Zoheb Vacheri Henrique Schechter Vera Francesco Visin Trevor Walker Weiyi Wang Xuanhui Wang Tris Warkentin Junru Wu Renjie Wu 0010 Ye Xia Le Yan Frank Yang Qin Yin Cathy Yip Biao Zhang Haojun Zhang Hesen Zhang Jiageng Zhang Shanfeng Zhang Shijie Zhang Jingxiao Zheng Wenlei Zhou Honglei Zhuang Martin Zinkevich Imed Zitouni Joe Zou