Author
Heming Ge
results may include different authors with the same name
5 papers
In this report, we introduce the Gemini 2.X model family: Gemini 2.5 Pro and Gemini 2.5 Flash, as well as our earlier Gemini 2.0 Flash and Flash-Lite models. Gemini 2.5 Pro is our most capable model yet, achieving SoTA performance on…
Computation and Language · Computer Science
2025-12-22
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Natalie Dabney , Alessio Tonioni , Moran Ambar , Jing Li , Isabelle Guyon , Benny Li , David Soergel , Boya Fang , Georgi Karadzhov , Cristian Udrescu , Trieu Trinh , Vikas Raunak , Seb Noury , Dee Guo , Sonal Gupta , Mara Finkelstein , Denis Petek , Lihao Liang , Greg Billock , Pei Sun , David Wood , Yiwen Song , Xiaobin Yu , Tatiana Matejovicova , Regev Cohen , Kalyan Andra , David D'Ambrosio , Zhiwei Deng , Vincent Nallatamby , Ebrahim Songhori , Rumen Dangovski , Andrew Lampinen , Pankil Botadra , Adam Hillier , Jiawei Cao , Nagabhushan Baddi , Adhi Kuncoro , Toshihiro Yoshino , Ankit Bhagatwala , Marcáurelio Ranzato , Rylan Schaeffer , Tianlin Liu , Shuai Ye , Obaid Sarvana , John Nham , Chenkai Kuang , Isabel Gao , Jinoo Baek , Shubham Mittal , Ayzaan Wahid , Anita Gergely , Bin Ni , Josh Feldman , Carrie Muir , Pascal Lamblin , Wolfgang Macherey , Ethan Dyer , Logan Kilpatrick , Víctor Campos , Mukul Bhutani , Stanislav Fort , Yanif Ahmad , Aliaksei Severyn , Kleopatra Chatziprimou , Oleksandr Ferludin , Mason Dimarco , Aditya Kusupati , Joe Heyward , Dan Bahir , Kevin Villela , Katie Millican , Dror Marcus , Sanaz Bahargam , Caglar Unlu , Nicholas Roth , Zichuan Wei , Siddharth Gopal , Deepanway Ghoshal , Edward Lee , Sharon Lin , Jennie Lees , Dayeong Lee , Anahita Hosseini , Connie Fan , Seth Neel , Marcus Wu , Yasemin Altun , Honglong Cai , Enrique Piqueras , Josh Woodward , Alessandro Bissacco , Salem Haykal , Mahyar Bordbar , Prasha Sundaram , Sarah Hodkinson , Daniel Toyama , George Polovets , Austin Myers , Anu Sinha , Tomer Levinboim , Kashyap Krishnakumar , Rachita Chhaparia , Tatiana Sholokhova , Nitesh Bharadwaj Gundavarapu , Ganesh Jawahar , Haroon Qureshi , Jieru Hu , Nikola Momchev , Matthew Rahtz , Renjie Wu , Aishwarya P S , Kedar Dhamdhere , Meiqi Guo , Umang Gupta , Ali Eslami , Mariano Schain , Michiel Blokzijl , David Welling , Dave Orr , Levent Bolelli , Nicolas Perez-Nieves , Mikhail Sirotenko , Aman Prasad , Arjun Kar , Borja De Balle Pigem , Tayfun Terzi , Gellért Weisz , Dipankar Ghosh , Aditi Mavalankar , Dhruv Madeka , Kaspar Daugaard , Hartwig Adam , Viraj Shah , Dana Berman , Maggie Tran , Steven Baker , Ewa Andrejczuk , Grishma Chole , Ganna Raboshchuk , Mahdi Mirzazadeh , Thais Kagohara , Shimu Wu , Christian Schallhart , Bernett Orlando , Chen Wang , Alban Rrustemi , Hao Xiong , Hao Liu , Arpi Vezer , Nolan Ramsden , Shuo-yiin Chang , Sidharth Mudgal , Yan Li , Nino Vieillard , Yedid Hoshen , Farooq Ahmad , Ambrose Slone , Amy Hua , Natan Potikha , Mirko Rossini , Jon Stritar , Sushant Prakash , Zifeng Wang , Xuanyi Dong , Alireza Nazari , Efrat Nehoran , Kaan Tekelioglu , Yinxiao Li , Kartikeya Badola , Tom Funkhouser , Yuanzhen Li , Varun Yerram , Ramya Ganeshan , Daniel Formoso , Karol Langner , Tian Shi , Huijian Li , Yumeya Yamamori , Amayika Panda , Alaa Saade , Angelo Scorza Scarpati , Chris Breaux , CJ Carey , Zongwei Zhou , Cho-Jui Hsieh , Sophie Bridgers , Alena Butryna , Nishesh Gupta , 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Aharon , Aahil Mehta , Ahmet Iscen , Joseph Kready , Lucas Manning , Anhad Mohananey , Yuankai Chen , Anshuman Tripathi , Allen Wu , Igor Petrovski , Dawsen Hwang , Martin Baeuml , Shreyas Chandrakaladharan , Yuan Liu , Rey Coaguila , Maxwell Chen , Sally Ma , Pouya Tafti , Susheel Tatineni , Terry Spitz , Jiayu Ye , Paul Vicol , Mihaela Rosca , Adrià Puigdomènech , Zohar Yahav , Sanjay Ghemawat , Hanzhao Lin , Phoebe Kirk , Zaid Nabulsi , Sergey Brin , Bernd Bohnet , Ken Caluwaerts , Aditya Srikanth Veerubhotla , Dan Zheng , Zihang Dai , Petre Petrov , Yichong Xu , Ramin Mehran , Zhuo Xu , Luisa Zintgraf , Jiho Choi , Spurthi Amba Hombaiah , Romal Thoppilan , Sashank Reddi , Lukasz Lew , Li Li , Kellie Webster , KP Sawhney , Lampros Lamprou , Siamak Shakeri , Mayank Lunayach , Jianmin Chen , Sumit Bagri , Alex Salcianu , Ying Chen , Yani Donchev , Charlotte Magister , Signe Nørly , Vitor Rodrigues , Tomas Izo , Hila Noga , Joe Zou , Thomas Köppe , Wenxuan Zhou , Kenton Lee , Xiangzhu Long , Danielle Eisenbud , Anthony Chen , Connor Schenck , Chi Ming To , Peilin Zhong , Emanuel Taropa , Minh Truong , Omer Levy , Danilo Martins , Zhiyuan Zhang , Christopher Semturs , Kelvin Zhang , Alex Yakubovich , Pol Moreno , Lara McConnaughey , Di Lu , Sam Redmond , Lotte Weerts , Yonatan Bitton , Tiziana Refice , Nicolas Lacasse , Arthur Conmy , Corentin Tallec , Julian Odell , Hannah Forbes-Pollard , Arkadiusz Socala , Jonathan Hoech , Pushmeet Kohli , Alanna Walton , Rui Wang , Mikita Sazanovich , Kexin Zhu , Andrei Kapishnikov , Rich Galt , Matthew Denton , Ben Murdoch , Caitlin Sikora , Kareem Mohamed , Wei Wei , Uri First , Tim McConnell , Luis C. Cobo , James Qin , Thi Avrahami , Daniel Balle , Yu Watanabe , Annie Louis , Adam Kraft , Setareh Ariafar , Yiming Gu , Eugénie Rives , Charles Yoon , Andrei Rusu , James Cobon-Kerr , Chris Hahn , Jiaming Luo , Yuvein , Zhu , Niharika Ahuja , Rodrigo Benenson , Raphaël Lopez Kaufman , Honglin Yu , Lloyd Hightower , Junlin Zhang , Darren Ni , Lisa Anne Hendricks , Gabby Wang , Gal Yona , Lalit Jain , Pablo Barrio , Surya Bhupatiraju , Siva Velusamy , Allan Dafoe , Sebastian Riedel , Tara Thomas , Zhe Yuan , Mathias Bellaiche , Sheena Panthaplackel , Klemen Kloboves , Sarthak Jauhari , Canfer Akbulut , Todor Davchev , Evgeny Gladchenko , David Madras , Aleksandr Chuklin , Tyrone Hill , Quan Yuan , Mukundan Madhavan , Luke Leonhard , Dylan Scandinaro , Qihang Chen , Ning Niu , Arthur Douillard , Bogdan Damoc , Yasumasa Onoe , Fabian Pedregosa , Fred Bertsch , Chas Leichner , Joseph Pagadora , Jonathan Malmaud , Sameera Ponda , Andy Twigg , Oleksii Duzhyi , Jingwei Shen , Miaosen Wang , Roopal Garg , Jing Chen , Utku Evci , Jonathan Lee , Leon Liu , Koji Kojima , Masa Yamaguchi , Arunkumar Rajendran , AJ Piergiovanni , Vinodh Kumar Rajendran , Marco Fornoni , Gabriel Ibagon , Harry Ragan , Sadh MNM Khan , John Blitzer , Andrew Bunner , Guan Sun , Takahiro Kosakai , Scott Lundberg , Ndidi Elue , Kelvin Guu , SK Park , Jane Park , Arunachalam Narayanaswamy , Chengda Wu , Jayaram Mudigonda , Trevor Cohn , Hairong Mu , Ravi Kumar , Laura Graesser , Yichi Zhang , Richard Killam , Vincent Zhuang , Mai Giménez , Wael Al Jishi , Ruy Ley-Wild , Alex Zhai , Kazuki Osawa , Diego Cedillo , Jialu Liu , Mayank Upadhyay , Marcin Sieniek , Roshan Sharma , Tom Paine , Anelia Angelova , Sravanti Addepalli , Carolina Parada , Kingshuk Majumder , Avery Lamp , Sanjiv Kumar , Xiang Deng , Artiom Myaskovsky , Tea Sabolić , Jeffrey Dudek , Sarah York , Félix de Chaumont Quitry , Jiazhong Nie , Dee Cattle , Alok Gunjan , Bilal Piot , Waleed Khawaja , Seojin Bang , Simon Wang , Siavash Khodadadeh , Raghavender R , Praynaa Rawlani , Richard Powell , Kevin Lee , Johannes Griesser , GS Oh , Cesar Magalhaes , Yujia Li , Simon Tokumine , Hadas Natalie Vogel , Dennis Hsu , Arturo BC , Disha Jindal , Matan Cohen , Zi Yang , Junwei Yuan , Dario de Cesare , Tony Bruguier , Jun Xu , Monica Roy , Alon Jacovi , Dan Belov , Rahul Arya , Phoenix Meadowlark , Shlomi Cohen-Ganor , Wenting Ye , Patrick Morris-Suzuki , Praseem Banzal , Gan Song , Pranavaraj Ponnuramu , Fred Zhang , George Scrivener , Salah Zaiem , Alif Raditya Rochman , Kehang Han , Badih Ghazi , Kate Lee , Shahar Drath , Daniel Suo , Antonious Girgis , Pradeep Shenoy , Duy Nguyen , Douglas Eck , Somit Gupta , Le Yan , Joao Carreira , Anmol Gulati , Ruoxin Sang , Daniil Mirylenka , Emma Cooney , Edward Chou , Mingyang Ling , Cindy Fan , Ben Coleman , Guilherme Tubone , Ravin Kumar , Jason Baldridge , Felix Hernandez-Campos , Angeliki Lazaridou , James Besley , Itay Yona , Neslihan Bulut , Quentin Wellens , AJ Pierigiovanni , Jasmine George , Richard Green , Pu Han , Connie Tao , Geoff Clark , Chong You , Abbas Abdolmaleki , Justin Fu , Tongzhou Chen , Ashwin Chaugule , Angad Chandorkar , Altaf Rahman , Will Thompson , Penporn Koanantakool , Mike Bernico , Jie Ren , Andrey Vlasov , Sergei Vassilvitskii , Maciej Kula , Yizhong Liang , Dahun Kim , Yangsibo Huang , Chengxi Ye , Dmitry Lepikhin , Wesley Helmholz
Knowledge Graph Based Synthetic Corpus Generation for Knowledge-Enhanced Language Model Pre-training
Prior work on Data-To-Text Generation, the task of converting knowledge graph (KG) triples into natural text, focused on domain-specific benchmark datasets. In this paper, however, we verbalize the entire English Wikidata KG, and discuss…
Computation and Language · Computer Science
2021-03-16
Oshin Agarwal , Heming Ge , Siamak Shakeri , Rami Al-Rfou
We explore using multilingual document embeddings for nearest neighbor mining of parallel data. Three document-level representations are investigated: (i) document embeddings generated by simply averaging multilingual sentence embeddings;…
Computation and Language · Computer Science
2019-07-02
Mandy Guo , Yinfei Yang , Keith Stevens , Daniel Cer , Heming Ge , Yun-Hsuan Sung , Brian Strope , Ray Kurzweil
This paper presents an effective approach for parallel corpus mining using bilingual sentence embeddings. Our embedding models are trained to produce similar representations exclusively for bilingual sentence pairs that are translations of…
Computation and Language · Computer Science
2018-08-03
Mandy Guo , Qinlan Shen , Yinfei Yang , Heming Ge , Daniel Cer , Gustavo Hernandez Abrego , Keith Stevens , Noah Constant , Yun-Hsuan Sung , Brian Strope , Ray Kurzweil
We present a novel approach to learn representations for sentence-level semantic similarity using conversational data. Our method trains an unsupervised model to predict conversational input-response pairs. The resulting sentence embeddings…
Computation and Language · Computer Science
2018-04-23
Yinfei Yang , Steve Yuan , Daniel Cer , Sheng-yi Kong , Noah Constant , Petr Pilar , Heming Ge , Yun-Hsuan Sung , Brian Strope , Ray Kurzweil