6 research outputs found
Beyond the imitation game: Quantifying and extrapolating the capabilities of language models
- Author
- Abid Abubakar
- Agarwal Akshat
- Agha Omar
- Alabi Jesujoba
- Ali Tariq
- Alipoormolabashi Pegah
- Aminnaseri Moin
- Anand Sajant
- Andreassen Anders
- Arakawa Riku
- Argueta Cedrick
- Arnaud Melody
- Asaadi Shima
- Ashcraft Courtney
- Askell Amanda
- Bahri Yasaman
- Bai Yuntao
- Baitemirova Medina Orduna
- Balis John U.
- Banjade Rabin
- Bansal Mohit
- Baral Chitta
- Barnes Elizabeth
- Barnes Richard
- Baturan Marco
- Belinkov Yonatan
- Berant Jonathan
- Betz Gregor
- Bevilacqua Michele
- Biderman Stella
- Bischoff Sebastian
- Bogar Hayden
- Bojanowski Bartłomiej
- Bosma Maarten
- Bosscher Jelle
- Boudeman Joseph
- Bowman Samuel R.
- Brown Adam R.
- Burden John
- Buzan Dilyar
- Cain Mike
- Callison-Burch Chris
- Cameron Nicholas
- Casares Pablo Antonio Moreno
- Casey Sean
- Chang Ernie
- Chang Peter
- Chang Trenton
- Chen Angelica
- Chen Danqi
- Chen Derek
- Chen Qinlang
- Chen Yifu
- Chi Ethan A.
- Chi Nathan
- Chi Ryan
- Chiafullo Kristen
- Choi Yejin
- Chollet Francois
- Chu Eric
- Chua Joyce
- Cohen Michael
- Colón Luis Oliveros
- Constant Noah
- Contreras-Ochando Lidia
- Cubuk Ekin Dogus
- Dai Andrew
- Datta Debajyoti
- Debnath
- Deckers Niklas
- Dehaene Stanislas
- Delgado Ramón Risco
- Demberg Vera
- Desbordes Théo
- Dhole Kaustubh D.
- Diao Cameron
- Dillavou Sam
- Divic Stefan
- Dohan David
- Doiron Nick
- Donoway Elizabeth
- Doshi Parth
- Dour Cameron
- Drakard David
- Dsouza Amanda
- Dugan Liam
- Dyer Ethan
- Eckersley Peter
- Efrat Avia
- Ekmekci Berk
- Elbaghdadi Omar
- Emelin Denis
- Engel Jesse
- Erdem Aykut
- Erdem Erkut
- Ermon Stefano
- Evans Owain
- Farooqi Maheen
- Faruqui Manaal
- Fedus William
- Fiedel Noah
- Fisac Jaime Fernández
- Fisch Adam
- Frank Robert
- Freeman Daniel
- Frohberg Jörg
- Fung Pascale
- Gabriel Raefer
- Galijasevic Hana
- Ganguli Deep
- Gao Leo
- Garbacea Cristina
- Garg Rhythm
- Garrette Dan
- Garriga-Alonso Adrià
- Gehrmann Sebastian
- Geissinger Jack
- Gerstenberg Tobias
- Geva Mor
- Ghazarian Sarik
- Gheini Mozhdeh
- Gholamidavoodi Arash
- Ghosh Sayan
- Gilboa Dar
- Gimpel Kevin
- Giulianelli Mario
- González Daniel Moseguí
- Gopalakrishnan Karthik
- Gottardi Anna
- Gruetter Samuel
- Gu Michael
- Gu Shixiang Shane
- Gupta Aditya
- Gupta Animesh
- Gur-Ari Guy
- Habacker Rahel
- Hagen Matthias
- Hagerman Eleanor
- Hajishirzi Hannaneh
- Hamdan Shadi
- Han Sanghyun
- Hao Yiding
- Happé Francesca
- Hashimoto Tatsu
- Hatwar Sriharsha
- He Luheng
- Hedayatnia Behnam
- Hendrycks Dan
- Hernandez Danny
- Hernandez-Orallo Jose
- Herrick Austin
- Hilton Jacob
- Hoeve Maartje ter
- Hou Yu
- Hou Yufang
- Howald Blake
- Htut Phu Mon
- Hupkes Dieuwke
- Hussain Aman
- Hwang Pinyu
- Ignatyeva Katerina
- Inden Benjamin
- Ippolito Daphne
- Ivanitskiy Michael
- Iyer Anantharaman S.
- Iyer Niveditha S.
- Jacobs Rowan
- Jaimovitch-López Gonzalo
- Jerzak Ethan
- Jiang Angela
- Jones Joseph
- Jumelet Jaap
- Jurgens David
- Kale Mihir
- Kanclerz Kamil
- Kaplan Jared
- Karakaş Ayla
- Kernion Jackson
- Keskar Nitish Shirish
- Khashabi Daniel
- Khot Tushar
- Kilman Dan
- Kim Ethan
- Kim Hannah
- Kim Jeremy
- Kiritchenko Svetlana
- Kirubarajan Arun
- Kleyko Denis
- Kluska Agnieszka
- Kocoń Jan
- Kocurek Alexander W.
- Koppel James
- Kornev Timofei
- Krakover Neta Gur-Ari
- Krauth Karl
- Kruszewski Germán
- Kwatra Sanjeev
- La Andrew
- Lakretz Yair
- Lam Emma
- Lam Lucas
- Lampinen Andrew
- Leavitt Matthew L.
- LeBras Ronan
- Lee Dong-Ho
- Lee Jaehoon
- Lee Nayeon
- Lee Ryan
- Lee Soo-Hwan
- Levy Daniel
- Levy Omer
- Lewis Martha
- Lewkowycz Aitor
- Li Tao
- Liang Paul Pu
- Liang Percy
- Liao Peiyuan
- Lin Bill Yuchen
- Lin Stephanie
- Linzen Tal
- Liu Rosanne
- Livescu Karen
- Loe Bao Sheng
- Lyu Qing
- Madotto Andrea
- Makini Sneha Priscilla
- Manning Christopher D.
- Manyasi Eunice Engefu
- Marelli Marco
- Mariani Giorgio
- Markert Katja
- Marsh Jennifer
- Martínez-Plumed Fernando
- Maru Marco
- Mathewson Kory
- Mazeika Mantas
- McDonell Kyle
- McElrath Melvin
- Mehta Harsh
- Mei Qiaozhu
- Melo Gerard de
- Melzi Simone
- Menezes Arul
- Meng Chenlin
- Metz Luke
- Miller John
- Millière Raphaël
- Misherghi Summer
- Mishra Gaurav
- Mishra Swaroop
- Misra Diganta
- Misra Vedant
- Miłkowski Piotr
- Mohammad Saif M.
- Mollo Dimitri Coelho
- Morency Louis-Philippe
- Moschella Luca
- Muennighoff Niklas
- Mukund Varma T
- Mullokandov Asher
- Nangia Nikita
- Neeraj Trishala
- Neyshabur Behnam
- Ng Ian
- Nie Allen
- Nkinyili Tiberius
- Noble Isaac
- Noble Lucy
- Norelli Antonio
- Novak Roman
- Novikova Jekaterina
- Nyamai Victoria
- Oli Priti
- Omondi Kevin
- Pachchigar Shubh
- Padmakumar Vishakh
- Parascandolo Giambattista
- Parrish Alicia
- Patil Piyush
- Pavlick Ellie
- Peng Nanyun
- Perszyk Danielle
- Pezeshkpour Pouya
- Phan Thomas
- Phang Jason
- Piantadosi Steven T.
- Potthast Martin
- Potts Christopher
- Power Alethea
- Prabhu Vinay Uday
- Prasad Stephen
- Qin Lianhui
- Quintana Maria Jose Ramírez
- Radom Jarema
- Raffel Colin
- Rahane Ameet
- Ramasesh Vinay
- Ramirez Cindy
- Ramírez César Ferri
- Rao Abhishek
- Rashkin Hannah
- Rastogi Abhinav
- Rathkopf Charles
- Raunak Vikas
- Ray Alex
- Raymaekers Robbe
- Reddy Siva
- Ren Xiang
- Reynolds Laria
- Richardson Kyle
- Rivera Clara E.
- Roberts B. Ryan
- Roberts Nicholas
- Rodola Emanuele
- Rong Frieda
- Roth Dan
- Rothschild Theodore
- Rous Sarah A.
- Rozen Jos
- Rudolph Rachel Etta
- Rule Joshua S.
- Sabharwal Ashish
- Sadeghi Sepideh
- Safaya Ali
- Salakhutdinov Ruslan
- Santilli Andrea
- Santoro Adam
- Sap Maarten
- Saunders William
- Saurous Rif A.
- Schick Timo
- Schmidt Ludwig
- Schoenholz Samuel S.
- Schubert Mátyás
- Schuster Sebastian
- Schuster Tal
- Schütze Hinrich
- Segal Elad
- Seid Zachary
- Shaham Uri
- Shakeri Siamak
- Shen Xudong
- Shevlin Henry
- Shi Sherry
- Shieber Stuart M.
- Shkaruta Ksenia
- Shleifer Sam
- Shoeb Abu Awal Md
- Shridhar Kumar
- Shultz Tyler
- Shutova Ekaterina
- Shyamolima
- Siar Fatemeh
- Sikand Rohan
- Sileo Damien
- Simon James B.
- Singh Chandan
- Singh Shikhar
- Siro Clemencia
- Sitelew Roman
- Slone Ambrose
- Sohl-Dickstein Jascha
- Song Jiaming
- Song Yangqiu
- Srikumar Vivek
- Srivastava Aarohi
- Srivastava Shashank
- Starritt Michael
- Stein Benno
- Stinson Catherine
- Stovall Ryan
- Strube Michael
- Stuhlmüller Andreas
- Suzgun Mirac
- Swędrowski Michał
- Taal Jeroen
- Tabassum Arfa
- Tam Derek
- Tang Eric
- Tang Jillian
- Tazarv Ali
- Teehan Ryan
- Telleen-Lawton Timothy
- Tenenbaum Joshua B.
- Thompson Jana
- Thormeyer Simon
- Tiwari Mo
- Tolkiehn Marie
- Tong Xiaoyu
- Torene Spencer
- Toshniwal Shubham
- Tunduny Titus
- Upadhyay Shyam
- Venkatesh Anu
- Vicol Paul
- Voigt Christian
- Vossen Wout
- Vuong Anh
- Waites Chris
- Wang Gloria
- Wang Tianle
- Wang Zijian
- Wang Zijie J.
- Wang Zirui
- Warstadt Alex
- Waweru Joan
- Wei Jason
- Wen Nuan
- Winata Genta Indra
- Wiseman Sam
- Wong Hugh Mee
- Wu Chiyu
- Wu Te-Lin
- Wu Xinyi
- Wu Ziyi
- Xia Fanyue
- Xiang Alice
- Xu Jiacheng
- Xu Mimee
- Yaghoobzadeh Yadollah
- Yakura Hiromu
- Yang Diyi
- Yang Rylan
- Yang Yichi
- Yasunaga Michihiro
- Yee Michael A.
- Yosinski Jason
- Yu Tao
- Yuret Deniz
- Zhang Hongming
- Zhang Li
- Zhang Oliver
- Zhang Rui
- Zhang William
- Zhao Xinran
- Zhao Zhuoye
- Zheltonozhskii Evgenii
- Zheng James
- Zhou Sharon
- Zoph Barret
- Zou Andy
- Zou James
- Özyurt Batuhan
- Şenel Lütfi Kerem
- Publication venue
- Publication date
- 09/06/2022
- Field of study
Language models demonstrate both quantitative improvement and new qualitative capabilities with increasing scale. Despite their potentially transformative impact, these new capabilities are as yet poorly characterized. In order to inform future research, prepare for disruptive new model capabilities, and ameliorate socially harmful effects, it is vital that we understand the present and near-future capabilities and limitations of language models. To address this challenge, we introduce the Beyond the Imitation Game benchmark (BIG-bench). BIG-bench currently consists of 204 tasks, contributed by 442 authors across 132 institutions. Task topics are diverse, drawing problems from linguistics, childhood development, math, common-sense reasoning, biology, physics, social bias, software development, and beyond. BIG-bench focuses on tasks that are believed to be beyond the capabilities of current language models. We evaluate the behavior of OpenAI's GPT models, Google-internal dense transformer architectures, and Switch-style sparse transformers on BIG-bench, across model sizes spanning millions to hundreds of billions of parameters. In addition, a team of human expert raters performed all tasks in order to provide a strong baseline. Findings include: model performance and calibration both improve with scale, but are poor in absolute terms (and when compared with rater performance); performance is remarkably similar across model classes, though with benefits from sparsity; tasks that improve gradually and predictably commonly involve a large knowledge or memorization component, whereas tasks that exhibit "breakthrough" behavior at a critical scale often involve multiple steps or components, or brittle metrics; social bias typically increases with scale in settings with ambiguous context, but this can be improved with prompting
Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
- Author
- Abid Abubakar
- Agarwal Akshat
- Agha Omar
- Alabi Jesujoba
- Ali Tariq
- Alipoormolabashi Pegah
- Aminnaseri Moin
- Anand Sajant
- Andreassen Anders
- Arakawa Riku
- Argueta Cedrick
- Arnaud Melody
- Asaadi Shima
- Ashcraft Courtney
- Askell Amanda
- Bahri Yasaman
- Bai Yuntao
- Baitemirova Medina Orduna
- Balis John U.
- Banjade Rabin
- Bansal Mohit
- Baral Chitta
- Barnes Elizabeth
- Barnes Richard
- Baturan Marco
- Belinkov Yonatan
- Berant Jonathan
- Betz Gregor
- Bevilacqua Michele
- Biderman Stella
- Bischoff Sebastian
- Bogar Hayden
- Bojanowski Bartłomiej
- Bosma Maarten
- Bosscher Jelle
- Boudeman Joseph
- Bowman Samuel R.
- Brown Adam R.
- Burden John
- Buzan Dilyar
- Cain Mike
- Callison-Burch Chris
- Cameron Nicholas
- Casares Pablo Antonio Moreno
- Casey Sean
- Chang Ernie
- Chang Peter
- Chang Trenton
- Chen Angelica
- Chen Danqi
- Chen Derek
- Chen Qinlang
- Chen Yifu
- Chi Ethan A.
- Chi Nathan
- Chi Ryan
- Chiafullo Kristen
- Choi Yejin
- Chollet Francois
- Chu Eric
- Chua Joyce
- Cohen Michael
- Colón Luis Oliveros
- Constant Noah
- Contreras-Ochando Lidia
- Cubuk Ekin Dogus
- Dai Andrew
- Datta Debajyoti
- de Melo Gerard
- Debnath
- Deckers Niklas
- Dehaene Stanislas
- Delgado Ramón Risco
- Demberg Vera
- Desbordes Théo
- Dhole Kaustubh D.
- Diao Cameron
- Dillavou Sam
- Divic Stefan
- Dohan David
- Doiron Nick
- Donoway Elizabeth
- Doshi Parth
- Dour Cameron
- Drakard David
- Dsouza Amanda
- Dugan Liam
- Dyer Ethan
- Eckersley Peter
- Efrat Avia
- Ekmekci Berk
- Elbaghdadi Omar
- Emelin Denis
- Engel Jesse
- Erdem Aykut
- Erdem Erkut
- Ermon Stefano
- Evans Owain
- Farooqi Maheen
- Faruqui Manaal
- Fedus William
- Fiedel Noah
- Fisac Jaime Fernández
- Fisch Adam
- Frank Robert
- Freeman Daniel
- Frohberg Jörg
- Fung Pascale
- Gabriel Raefer
- Galijasevic Hana
- Ganguli Deep
- Gao Leo
- Garbacea Cristina
- Garg Rhythm
- Garrette Dan
- Garriga-Alonso Adrià
- Gehrmann Sebastian
- Geissinger Jack
- Gerstenberg Tobias
- Geva Mor
- Ghazarian Sarik
- Gheini Mozhdeh
- Gholamidavoodi Arash
- Ghosh Sayan
- Gilboa Dar
- Gimpel Kevin
- Giulianelli Mario
- González Daniel Moseguí
- Gopalakrishnan Karthik
- Gottardi Anna
- Gruetter Samuel
- Gu Michael
- Gu Shixiang Shane
- Gupta Aditya
- Gupta Animesh
- Gur-Ari Guy
- Habacker Rahel
- Hagen Matthias
- Hagerman Eleanor
- Hajishirzi Hannaneh
- Hamdan Shadi
- Han Sanghyun
- Hao Yiding
- Happé Francesca
- Hashimoto Tatsu
- Hatwar Sriharsha
- He Luheng
- Hedayatnia Behnam
- Hendrycks Dan
- Hernandez Danny
- Hernandez-Orallo Jose
- Herrick Austin
- Hilton Jacob
- Hou Yu
- Hou Yufang
- Howald Blake
- Htut Phu Mon
- Hupkes Dieuwke
- Hussain Aman
- Hwang Pinyu
- Ignatyeva Katerina
- Inden Benjamin
- Ippolito Daphne
- Ivanitskiy Michael
- Iyer Anantharaman S.
- Iyer Niveditha S.
- Jacobs Rowan
- Jaimovitch-López Gonzalo
- Jerzak Ethan
- Jiang Angela
- Jones Joseph
- Jumelet Jaap
- Jurgens David
- Kale Mihir
- Kanclerz Kamil
- Kaplan Jared
- Karakaş Ayla
- Kernion Jackson
- Keskar Nitish Shirish
- Khashabi Daniel
- Khot Tushar
- Kilman Dan
- Kim Ethan
- Kim Hannah
- Kim Jeremy
- Kiritchenko Svetlana
- Kirubarajan Arun
- Kleyko Denis
- Kluska Agnieszka
- Kocoń Jan
- Kocurek Alexander W.
- Koppel James
- Kornev Timofei
- Krakover Neta Gur-Ari
- Krauth Karl
- Kruszewski Germán
- Kwatra Sanjeev
- La Andrew
- Lakretz Yair
- Lam Emma
- Lam Lucas
- Lampinen Andrew
- Leavitt Matthew L.
- LeBras Ronan
- Lee Dong-Ho
- Lee Jaehoon
- Lee Nayeon
- Lee Ryan
- Lee Soo-Hwan
- Levy Daniel
- Levy Omer
- Lewis Martha
- Lewkowycz Aitor
- Li Tao
- Liang Paul Pu
- Liang Percy
- Liao Peiyuan
- Lin Bill Yuchen
- Lin Stephanie
- Linzen Tal
- Liu Rosanne
- Livescu Karen
- Loe Bao Sheng
- Lyu Qing
- Madotto Andrea
- Makini Sneha Priscilla
- Manning Christopher D.
- Manyasi Eunice Engefu
- Marelli Marco
- Mariani Giorgio
- Markert Katja
- Marsh Jennifer
- Martínez-Plumed Fernando
- Maru Marco
- Mathewson Kory
- Mazeika Mantas
- McDonell Kyle
- McElrath Melvin
- Mehta Harsh
- Mei Qiaozhu
- Melzi Simone
- Menezes Arul
- Meng Chenlin
- Metz Luke
- Miller John
- Millière Raphaël
- Misherghi Summer
- Mishra Gaurav
- Mishra Swaroop
- Misra Diganta
- Misra Vedant
- Miłkowski Piotr
- Mohammad Saif M.
- Mollo Dimitri Coelho
- Morency Louis-Philippe
- Moschella Luca
- Muennighoff Niklas
- Mullokandov Asher
- Nangia Nikita
- Neeraj Trishala
- Neyshabur Behnam
- Ng Ian
- Nie Allen
- Nkinyili Tiberius
- Noble Isaac
- Noble Lucy
- Norelli Antonio
- Novak Roman
- Novikova Jekaterina
- Nyamai Victoria
- Oli Priti
- Omondi Kevin
- Pachchigar Shubh
- Padmakumar Vishakh
- Parascandolo Giambattista
- Parrish Alicia
- Patil Piyush
- Pavlick Ellie
- Peng Nanyun
- Perszyk Danielle
- Pezeshkpour Pouya
- Phan Thomas
- Phang Jason
- Piantadosi Steven T.
- Potthast Martin
- Potts Christopher
- Power Alethea
- Prabhu Vinay Uday
- Prasad Stephen
- Qin Lianhui
- Quintana Maria Jose Ramírez
- Radom Jarema
- Raffel Colin
- Rahane Ameet
- Ramasesh Vinay
- Ramirez Cindy
- Ramírez César Ferri
- Rao Abhishek
- Rashkin Hannah
- Rastogi Abhinav
- Rathkopf Charles
- Raunak Vikas
- Ray Alex
- Raymaekers Robbe
- Reddy Siva
- Ren Xiang
- Reynolds Laria
- Richardson Kyle
- Rivera Clara E.
- Roberts B. Ryan
- Roberts Nicholas
- Rodola Emanuele
- Rong Frieda
- Roth Dan
- Rothschild Theodore
- Rous Sarah A.
- Rozen Jos
- Rudolph Rachel Etta
- Rule Joshua S.
- Sabharwal Ashish
- Sadeghi Sepideh
- Safaya Ali
- Salakhutdinov Ruslan
- Santilli Andrea
- Santoro Adam
- Sap Maarten
- Saunders William
- Saurous Rif A.
- Schick Timo
- Schmidt Ludwig
- Schoenholz Samuel S.
- Schubert Mátyás
- Schuster Sebastian
- Schuster Tal
- Schütze Hinrich
- Segal Elad
- Seid Zachary
- Shaham Uri
- Shakeri Siamak
- Shen Xudong
- Shevlin Henry
- Shi Sherry
- Shieber Stuart M.
- Shkaruta Ksenia
- Shleifer Sam
- Shoeb Abu Awal Md
- Shridhar Kumar
- Shultz Tyler
- Shutova Ekaterina
- Shyamolima
- Siar Fatemeh
- Sikand Rohan
- Sileo Damien
- Simon James B.
- Singh Chandan
- Singh Sahib
- Singh Shikhar
- Siro Clemencia
- Sitelew Roman
- Slone Ambrose
- Sohl-Dickstein Jascha
- Song Jiaming
- Song Yangqiu
- Srikumar Vivek
- Srivastava Aarohi
- Srivastava Shashank
- Starritt Michael
- Stein Benno
- Stinson Catherine
- Stovall Ryan
- Strube Michael
- Stuhlmüller Andreas
- Suzgun Mirac
- Swędrowski Michał
- T Mukund Varma
- Taal Jeroen
- Tabassum Arfa
- Tam Derek
- Tang Eric
- Tang Jillian
- Tazarv Ali
- Teehan Ryan
- Telleen-Lawton Timothy
- Tenenbaum Joshua B.
- ter Hoeve Maartje
- Thompson Jana
- Thormeyer Simon
- Tiwari Mo
- Tolkiehn Marie
- Tong Xiaoyu
- Torene Spencer
- Toshniwal Shubham
- Tunduny Titus
- Upadhyay Shyam
- Venkatesh Anu
- Vicol Paul
- Voigt Christian
- Vossen Wout
- Vuong Anh
- Waites Chris
- Wang Gloria
- Wang Tianle
- Wang Zijian
- Wang Zijie J.
- Wang Zirui
- Warstadt Alex
- Waweru Joan
- Wei Jason
- Wen Nuan
- Winata Genta Indra
- Wiseman Sam
- Wong Hugh Mee
- Wu Chiyu
- Wu Te-Lin
- Wu Xinyi
- Wu Ziyi
- Xia Fanyue
- Xiang Alice
- Xu Jiacheng
- Xu Mimee
- Yaghoobzadeh Yadollah
- Yakura Hiromu
- Yang Diyi
- Yang Rylan
- Yang Yichi
- Yasunaga Michihiro
- Yee Michael A.
- Yosinski Jason
- Yu Tao
- Yuret Deniz
- Zhang Hongming
- Zhang Li
- Zhang Oliver
- Zhang Rui
- Zhang William
- Zhao Xinran
- Zhao Zhuoye
- Zheltonozhskii Evgenii
- Zheng James
- Zhou Sharon
- Zoph Barret
- Zou Andy
- Zou James
- Özyurt Batuhan
- Şenel Lütfi Kerem
- Publication venue
- Publication date
- 09/06/2022
- Field of study
Language models demonstrate both quantitative improvement and new qualitative
capabilities with increasing scale. Despite their potentially transformative
impact, these new capabilities are as yet poorly characterized. In order to
inform future research, prepare for disruptive new model capabilities, and
ameliorate socially harmful effects, it is vital that we understand the present
and near-future capabilities and limitations of language models. To address
this challenge, we introduce the Beyond the Imitation Game benchmark
(BIG-bench). BIG-bench currently consists of 204 tasks, contributed by 442
authors across 132 institutions. Task topics are diverse, drawing problems from
linguistics, childhood development, math, common-sense reasoning, biology,
physics, social bias, software development, and beyond. BIG-bench focuses on
tasks that are believed to be beyond the capabilities of current language
models. We evaluate the behavior of OpenAI's GPT models, Google-internal dense
transformer architectures, and Switch-style sparse transformers on BIG-bench,
across model sizes spanning millions to hundreds of billions of parameters. In
addition, a team of human expert raters performed all tasks in order to provide
a strong baseline. Findings include: model performance and calibration both
improve with scale, but are poor in absolute terms (and when compared with
rater performance); performance is remarkably similar across model classes,
though with benefits from sparsity; tasks that improve gradually and
predictably commonly involve a large knowledge or memorization component,
whereas tasks that exhibit "breakthrough" behavior at a critical scale often
involve multiple steps or components, or brittle metrics; social bias typically
increases with scale in settings with ambiguous context, but this can be
improved with prompting.Comment: 27 pages, 17 figures + references and appendices, repo:
https://github.com/google/BIG-benc
Integrative pathway enrichment analysis of multivariate omics data
- Author
- Aaltonen Lauri A.
- Abascal Federico
- Abascal Federico
- Abd-Rabbo Diala
- Abeshouse Adam
- Aburatani Hiroyuki
- Adams David J.
- Agrawal Nishant
- Ahn Keun Soo
- Ahn Sung-Min
- Aikata Hiroshi
- Akbani Rehan
- Akdemir Kadir C.
- Al-Ahmadie Hikmat
- Al-Sedairy Sultan T.
- Al-Shahrour Fatima
- Alawi Malik
- Albert Monique
- Aldape Kenneth
- Alexandrov Ludmil B.
- Ally Adrian
- Alsop Kathryn
- Alvarez Eva G.
- Amary Fernanda
- Amin Samirkumar B.
- Amin Samirkumar B.
- Aminou Brice
- Ammerpohl Ole
- Anderson Matthew J.
- Ang Yeng
- Antonello Davide
- Anur Pavana
- Aparicio Samuel
- Appelbaum Elizabeth L.
- Arai Yasuhito
- Aretz Axel
- Arihiro Koji
- Ariizumi Shun-ichi
- Armenia Joshua
- Arnau Gisela Mir
- Arnould Laurent
- Asa Sylvia
- Assenov Yassen
- Atwal Gurnit
- Aukema Sietse
- Auman J. Todd
- Aure Miriam R. R.
- Awadalla Philip
- Aymerich Marta
- Bader Gary D.
- Bader Gary D.
- Baez-Ortega Adrian
- Bailey Matthew H.
- Bailey Peter J.
- Balasundaram Miruna
- Balu Saianand
- Bandopadhayay Pratiti
- Banks Rosamonde E.
- Barbi Stefano
- Barbour Andrew P.
- Barenboim Jonathan
- Barenboim Jonathan
- Barnholtz-Sloan Jill
- Barr Hugh
- Barrera Elisabet
- Bartlett John
- Bartolome Javier
- Bassi Claudio
- Bathe Oliver F.
- Baumhoer Daniel
- Bavi Prashant
- Baylin Stephen B.
- Bazant Wojciech
- Beardsmore Duncan
- Beck Timothy A.
- Behjati Sam
- Behren Andreas
- Bell Cindy
- Beltran Sergi
- Benz Christopher
- Berchuck Andrew
- Bergmann Anke K.
- Bergstrom Erik N.
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- Villasante Izar
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- Xi Liu
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- Yachida Shinichi
- Yakneen Sergei
- Yamaguchi Rui
- Yamaguchi Takafumi N.
- Yamamoto Masakazu
- Yamamoto Shogo
- Yamaue Hiroki
- Yang Fan
- Yang Huanming
- Yang Jean Y.
- Yang Liming
- Yang Lixing
- Yang Shanlin
- Yang Tsun-Po
- Yang Yang
- Yao Xiaotong
- Yaspo Marie-Laure
- Yates Lucy
- Yau Christina
- Ye Chen
- Ye Kai
- Yellapantula Venkata D.
- Yoon Christopher J.
- Yoon Sung-Soo
- Yousif Fouad
- Yu Jun
- Yu Jun
- Yu Kaixian
- Yu Willie
- Yu Yingyan
- Yuan Ke
- Yuan Yuan
- Yuen Denis
- Yugawa Takashi
- Yung Christina K.
- Zaikova Olga
- Zamora Jorge
- Zapatka Marc
- Zenklusen Jean C.
- Zenz Thorsten
- Zeps Nikolajs
- Zhang Cheng-Zhong
- Zhang Fan
- Zhang Hailei
- Zhang Hongwei
- Zhang Hongxin
- Zhang Jiashan
- Zhang Jing
- Zhang Jing
- Zhang Junjun
- Zhang Xiuqing
- Zhang Xuanping
- Zhang Xuanping
- Zhang Yan
- Zhang Yan
- Zhang Zemin
- Zhao Zhongming
- Zhao Zhongming
- Zheng Liangtao
- Zheng Xiuqing
- Zhou Wanding
- Zhou Yong
- Zhu Bin
- Zhu Helen
- Zhu Hongtu
- Zhu Jingchun
- Zhu Shida
- Zou Lihua
- Zou Lihua
- Zou Xueqing
- Publication venue
- Publication date
- 01/01/2020
- Field of study
Multi-omics datasets represent distinct aspects of the central dogma of molecular biology. Such high-dimensional molecular profiles pose challenges to data interpretation and hypothesis generation. ActivePathways is an integrative method that discovers significantly enriched pathways across multiple datasets using statistical data fusion, rationalizes contributing evidence and highlights associated genes. As part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumor types, we integrated genes with coding and non-coding mutations and revealed frequently mutated pathways and additional cancer genes with infrequent mutations. We also analyzed prognostic molecular pathways by integrating genomic and transcriptomic features of 1780 breast cancers and highlighted associations with immune response and anti-apoptotic signaling. Integration of ChIP-seq and RNA-seq data for master regulators of the Hippo pathway across normal human tissues identified processes of tissue regeneration and stem cell regulation. ActivePathways is a versatile method that improves systems-level understanding of cellular organization in health and disease through integration of multiple molecular datasets and pathway annotations
Recommended from our members
31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): part one: National Harbor, MD, USA. 9-13 November 2016
- Author
- Aarts Craig
- Abdallah Rehab
- Abdul-Alim Siddiq
- Abolhalaj Milad
- Abtin Fereidoun
- Acheson Anupama
- Acquavella Nicolas
- Adams Gregory P.
- Adams Katherine
- Adams Sharon
- Adamus Tomasz
- Adekandi Madhukara
- Adurthi Sreenivas
- Adusumilli Prasad S.
- Aeffner Famke
- Afentoulis Michael
- Ager Casey
- Aggouraki Despoina
- Agrawal Rajendra
- Agrawal Sudhir
- Agrawal Swati
- Ahlers Christoph Matthias
- Ahmed Nabil
- Ahn Myung Ju
- Ahr Katya
- Ai Midan
- Aiba Rachida-Siham Bel
- Aisner Joseph
- Albertini Mark R.
- Albiges Laurence
- Albright Andrew
- Algazi Alain
- Ali Siraj
- Alicea Candido
- Allen Natalie
- Allersdorfer Andrea
- Alva Ajjai
- Amado Rafael
- Amaria Rodabe
- Ameratunga Malaka
- Amin Asim
- Amor Amira Ben
- Amrhein John
- Anagnostou Valsamo
- Andersen Rikke
- André Thierry
- Andtbacka Robert H. I.
- Angela Omilian
- Angell Helen K.
- Annels Nicola
- Annunziata Christina M.
- Ansa-Addo Ephraim A
- Ansari Tameem
- Antilla Marjukka
- Antonarakis Emmanuel S.
- Aoki Rhonda
- Armand Philippe
- Armstrong Adam
- Arora Kshitij
- Arreaza Gladys
- Ascierto Paolo A.
- Ashworth-Sharpe Julia
- Askmyr David
- Asmellash Senait
- Assadipour Yasmine
- Assenmacher Mario
- Athelogou Maria
- Atkins Michael B.
- Attaf Meriem
- Au Gough
- Au-Young Janice
- Avery Kendra N.
- Ayers Mark
- Azimi Vahid
- Aznar M. Angela
- Backert Linus
- Backes Floor J.
- Bagg Eleanor A. L.
- Bahjat Keith
- Bajorin Dean
- Bakker Lex
- Balakumaran Arun
- Ballesteros-Merino Carmen
- Bander Neil
- Bang Yung-Jue
- Bannerji Rajat
- Baratelli Felicita E.
- Barbee Susannah D.
- Barlesi Fabrice
- Barrett Carl
- Barrett David
- Barth Carola
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- Chen Hui
- Chen Jie Qing
- Chen Lawrence
- Chen Lieping
- Chen Mei
- Chen Mingyi
- Chen Shuming
- Chen Xiufen
- Cheng Jonathan
- Cheng Zhi-jie Jey
- Chikina Maria
- Chin Renee
- Chinnasamy Harshini
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- Christian Beth
- Chu Liz
- Chu Seung
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- Clements Erin
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- Collins Jennifer
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- Cordes Lisa
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- Crocker Andrea
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- Daenthanasanmak Anusara
- Dai Zhimin
- Damare Sherri
- Dammassa Ernesta
- Danaher Patrick
- Danforth David
- Daud Adil
- Davar Diwakar
- Davenport Anna
- David Larry
- Davies Bronwyn
- Davies Michael A.
- Davis Tom
- De Bono Johann
- De Macedo Mariana Petaccia
- de Oliveira Moacyr Ribeiro
- De Santis Maria
- de Wit Ronald
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- Deeds Michael
- Del Pilar Estevez Diz Maria
- Delcommenne Marc
- Delgoffe Greg M.
- Delismon Judy
- Denisova Galina
- Dennis Lucas
- Deol Abhinav
- Derakhshandeh Roshanak
- DeRenzo Christopher
- Desai Jayesh
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- Deshpande Amit
- Deshpande Vikram
- Desjarlais John
- Deveraux Quinn
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- Devlin Sean
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- di Pietro Alessandra
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- doo Chang Young
- Doody Jacqueline
- Dotti Gianpietro
- Dougherty Janna
- Downing Sean
- Dragnev Konstanin
- Drake Charles G.
- Dranoff Glenn
- Draper Lindsey M.
- Drechsel Katharina
- Dreicer Robert
- Dubay Christopher
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- Dubinett Steven M.
- Dubois Sigrid
- Duhen Rebekka
- Duhen Thomas
- Dummer Reinhard
- Dunaway Dwayne
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- Dutour Aurélie
- Dyson Gregory
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- Early Brandon
- Eckelman Brendan P.
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- Erdag Gulsun
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- Essand Magnus
- Esteller Manel
- Evans Kathy
- Evans Lawrence
- Eyquem Justin
- Fakhrejahani Farhad
- Falchook Gerald
- Fan Aaron
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- Fang Victoria
- Fantini Massimo
- Fardis Maria
- Faries Mark
- Faroudi Mustapha
- Farrell Michael
- Fast Loren
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- Feng Dai
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- Ferris Robert
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- Fieschi Jacques
- Fisher George A.
- Fling Steven
- Flint Paul W.
- Forrest-Hay Alex
- Fosco Dominick
- Foster Aaron E.
- Fotin-Mleczek Mariola
- Fousek Kristen
- Fox Bernard
- Fox Maxine
- Francis Nicole
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- Frankel Melissa
- Fraser Kathryn
- Frayssinet Véronique
- Freeman Gordon J.
- Freese Katharina
- Frey Alan
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- Fritsch Edward
- Fry Terry
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- Gerken Claudia
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- Gershan Jill
- Gershenson Zack
- Ghaffari Mahsa
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- Gianani Roberto
- Gilden Julia
- Gill Saar
- Gillies Stephen D.
- Giralt Sergio
- Giri Rajanish
- Gitlitz Barbara
- Giver Cynthia R.
- Glenn Sean
- Glitza Isabella
- Glod John
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- Goel Sanjay
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- Gojo Ivana
- Gokuldass Aishwarya
- Goldinger Simone
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- Goldschmidt Hartmut
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- Gorden Keith
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- Gottschalk Stephen
- Govindappa Nagaraja
- Gowda Nagaraj
- Gowda Nagesh
- Graff Jeremy
- Grailer Jamison
- Graziano Robert F.
- Green Daniel S.
- Gregory Gareth
- Greiff Lennart
- Grilley-Olson Juneko E.
- Grimaldi Antonio
- Grose Mark
- Gross Matt
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- Grupp Stephan
- Gschwendt Juergen
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- Hall MacLean
- Halmos Balazs
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- Hamieh Mohamad
- Hamilton Garth
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- Kodumudi Krithika
- Koegler Sally
- Koguchi Yoshinobu
- Kohlbacher Oliver
- Kohler M. Eric
- Kohrt Holbrook
- Koinis Filippos
- Kolls Jay
- Kolrep Ulrike
- Kongsted Per
- Koon Henry
- Kopits Charlene
- Koppolu Bhanu
- Korman Alan J.
- Kornacker Michael
- Kortylewski Marcin
- Koshiji Minori
- Kosmeder Jerome
- Kosmides Alyssa
- Kothari Nishi
- Kotsakis Athanasios
- Kraman Matthew
- Krarup-Hansen Anders
- Krenciute Giedre
- Kriley Isaac
- Krishnan Suba
- Krogsgaard Michelle
- Krueger Joseph
- Ku Yuan-Chieh
- Kudchadkar Ragini
- Kulesz-Martin Molly F.
- Kulkarni Anupriya
- Kumai Takumi
- Kumar Shaji
- Kumar Sushil
- Kummar Shivaani
- Kurland John
- Kuruvilla John
- Kyi Chrisann
- Labiano Sara
- Lai Shu-Chuan
- Laing Naomi
- Lam Bao
- Lam Elaine
- Lamping Elizabeth
- Landi Daniel
- Landis Benjamin J.
- Lapointe Rejean
- Laport Ginna
- Larkin James
- Larsson Ola
- Law Che-Leung
- Law Debbie
- Le Dung T.
- Le Julie
- Lee Cleo
- Lee Jay M.
- Lee Jean K.
- Lee Jeeyun
- Lee Mi-Heon
- Lee Sung Sook
- Lee Sylvia
- Lee Tien
- Lee Tsai-Jan
- Lee Victor
- Legut Mateusz
- Lehmann Paul
- Leighl Natasha
- Leland Pamela
- Leonardo Steven
- Levitan Diane
- Levitsky Victor
- Levy Ronald
- Lewis Stacy
- Li Jian-Ming
- Li Jingxia
- Li Kang
- Li Roger
- Li Wenting
- Li Yanyun
- Li Zihai
- Liadi Ivan
- Liang Shuo
- Liang Yan
- Liberman Moishe
- Lin
- Lin Jin-Ching
- Lin Ying Q.
- Lindner Michael
- Lindstedt Malin
- Liu Baorui
- Liu Fang
- Liu Jacqueline
- Liu Jie
- Liu Tsang-Wu
- Liu Xiao Qiao
- Loboda Andrey
- Loffredo John T.
- Logan Theodore
- Lonial Sagar
- Looney Tim
- Lorent Julie
- Loriot Yohann
- Loskog Angelica
- Lotze Michael T.
- Lou Pei-Jen
- Louis Chrystal
- Lowe Jamie
- Lowther Daniel E.
- Loya Anand Chainsukh
- Lu An
- Lu Lily
- Lukaesko Lisa
- Luke Jason J.
- Lum Lawrence G.
- Lumish Melissa
- Luna Jesus I.
- Lunceford Jared
- Lundberg Kristina
- Lundqvist Andreas
- Lundy Joanne
- Luo Lusong
- Luo Yuling
- Luznik Leo
- Lye Melvin
- Lyngaa Rikke
- Lyristi Z.
- Ma Xiao-Jun
- Maas Mary L
- MacDonald Cameron
- Mackall Crystal
- MacKinnon Andy
- Madan Ravi
- Madonna Gabriele
- Maecker Holden
- Magalhaes Isabelle
- Magazzù Domenico
- Mahendravada Aruna
- Mahoney Kathleen M.
- Mahvi David
- Mailloux Adam W.
- Majeti Ravindra
- Malekzadeh Parisa
- Malhotra Jyoti
- Mandeli John
- Mani Jiju
- Mani Nikita
- Manji Gulam A.
- Manley Thomas
- Mansi Laura
- Mao Yumeng
- Marabelle Aurélien
- Margolin Kim
- Mariani Mariangela
- Marincola Franco M.
- Marinello Patricia
- Markman Ben
- Marliot Florence
- Marner Erin
- Maroto Miguel
- Marrone Kristen A.
- Marsh Henry C.
- Marte Jennifer
- Martel Maritza
- Martin Nathan T.
- Martínez-Usatorre Amaia
- Massarelli Erminia
- Masucci Giuseppe V.
- Mata Melinda
- Mateos Maria Victoria
- Mathieu Mélissa
- Matschiner Gabriele
- Matsumoto Morio
- Mattsson Jonas
- Mauer Daniela
- Maurer Matthew
- McArthur Heather
- McCaffery Ian
- McClanahan Terrill K.
- McDermott David F.
- McDonald Dan
- McFarland Thomas
- McMahon Sheri
- McMiller Tracee
- McOlash Laura
- McQuade Jennifer L.
- Means Gary
- Meek Megan
- Meeuwsen Tanisha
- Mehnert Janice
- Mehrotra Shikhar
- Mei Qian
- Meier Roland
- Melcher Alan
- Melchiori Luca
- Melero Ignacio
- Mellinger Staci
- Meniawy Tarek
- Menk Ashley V.
- Merchant Nipun
- Merghoub Taha
- Meric-Bernstam Funda
- Meridew Jeffrey
- Merritt Chris
- Mes-Masson Anne-Marie
- Met Özcan
- Meunier Liliane
- Michaelson Jennifer
- Michot Jean-Marie
- Miller Richard
- Miller William
- Millward Michael
- Milone Michael
- Minutolo Nicholas
- Mittelbronn Michel
- Mkrtichyan Mikayel
- Mockel-Tenbrinck Nadine
- Moebius Ulrich
- Mogg Robin
- Molineaux Chris
- Monaghan Catherine
- Monette Anne
- Mongan Ann
- Monjazeb Arta
- Monk Bradley J.
- Montler Ryan
- Moogk Duane
- Moore Gregory L.
- Moore Kathleen M.
- Moran Amy E.
- Moreci Rebecca
- Moreira Dayson
- Mori Motomi
- Morishima Chihiro
- Morou Antigoni
- Morrison Carl
- Morrison Larry
- Morschhauser Franck
- Moskowitz Craig
- Mostafid Hugh
- Motzer Robert J.
- Mourelatos Zissimos
- Moxon Nicole M.
- Mu Song
- Muchhal Umesh
- Mukherjee Malini
- Mule James J.
- Mullinax John
- Murakami Masato
- Murphy Erin
- Murphy William J.
- Murray Shannon
- Murthy Ravi
- Mwawasi Kenneth
- Müller Jürgen
- Nagy Bethany
- Nailo Rodrigo
- Nair Rashmi
- Najjar Yana G.
- Nakagawa Ryosuke
- Nam Kijoeng
- Narayanan Sujata
- Narumiya Kohei
- Navale Lynn
- Nebozhyn Michael
- Necochea Kevin
- Neely Jaclyn
- Nemoto Satoshi
- Nemunaitis John
- Netikova Irena
- Neuberger Michael
- Neuman Heather
- Newman Walter
- Ng Quan Sing
- Ng Sinnie Sin Man
- Ngan Roger K. C.
- Nghiem Paul
- Nguyen Andrew
- Nguyen Khue
- Nguyen Phuong
- Nguyen Sang
- Nielsen Morten
- Nishimura Michael
- Noffsinger Lori
- Norris Christie
- Nosrati Adi
- Nunez-Cruz Selene
- Oaknin Ana
- Obeid Joseph M.
- Ocio Enrique
- Odunsi Kunle
- Ogden Julia
- Oh William
- Ohanian Arpy
- Olencki Thomas
- Omilian Angela R.
- Opat Stephen
- Orford Keith W.
- Osman Iman
- Ott Patrick A.
- Ott Sascha
- Ottoson Nadine
- Overacre Abigail
- Overwijk Willem W.
- O’Connor Alison
- O’Neil Bert
- O’Neill Thomas
- Padda Sukhmani K.
- Page David
- Pagès Franck
- Pal Sumanta
- Pamer Eric
- Pan Fan
- Panda Anshuman
- Pandha Hardev
- Pandite Lini
- Pankov Alex
- Papadopoulos Kyriakos P.
- Pardoll Drew
- Paria Biman
- Parihar Robin
- Park Emily
- Park Jiwon
- Park Johanna
- Parney Ian F.
- Parviainen Suvi
- Pasetto Anna
- Patel Sapna P.
- Patnaik Amita
- Patsoukis Nikolaos
- Patterson James W.
- Paulos Chrystal
- Pavlakis George
- Pavlick Anna C.
- Payabyab Eden
- Pedersen Magnus
- Pegram Mark D.
- Peled Jonathan
- Pelletier Sandy
- Perales Miguel
- Perez-Garcia Arianne
- Perini Rodolfo
- Periyasamy Sankar
- Perlewitz Kelly
- Pestic-Dragovich Lidija
- Petersen Christopher
- Petersen Michael Mørk
- Peterson Tim
- Petroni Gina
- Petruzelka Lubos
- Pfeil Jacob
- Pham Hung
- Piha-Paul Sarina A.
- Pilon-Thomas Shari
- Pinzon-Ortiz Maria
- Piperdi Bilal
- Plimack Elizabeth
- Poehlein Christian
- Poggionovo Cécile
- Polaske Nathan
- Polesso Fanny
- Poplin Elizabeth
- Poplonski Tomasz
- Postow Michael
- Powderly John
- Powell Daniel J.
- Powles Thomas
- Pratte Luke
- Prickett Todd D.
- Pritchard Theresa
- Puhlmann Markus
- Puri Raj K.
- Qi Jingjing
- Qiao Guanxi
- Qin Haiying
- Qin Yong
- Qin Zhen
- Quattrini Adriano
- Quinn David
- Rabinovich Brian
- Racolta Adriana
- Rafelson William
- Rahma Osama E.
- Raje Noopur
- Rajurkar Mihir
- Ramachandra Murali
- Ramachandra Raghuveer
- Ramachandran Indu
- Ramakrishna Venky
- Ramakrishnan Rupal
- Ranheim Erik A.
- Rao Arjun A.
- Rashid Rumana
- Rattray Rogan
- Ravindranathan Sruthi
- Razai Amir S.
- Reagan John L.
- Reckamp Karen
- Reddy Ashok
- Reddy Praveen
- Reeves Jason
- Repasky Elizabeth
- Restifo Nicholas P.
- Reu Simone
- Reuben Alex
- Ribas Antoni
- Ribrag Vincent
- Ricca Jacob
- Richards Allison
- Richards Jon
- Richman Sarah A.
- Rickel Erika
- Riddell Stanley
- Riedlinger Greg
- Riemer Joanne
- Rifkin Robert
- Rimm David
- Rina Hui
- Rini Brian I.
- Rittase William
- Rivas Charlotte
- Rivera Miguel
- Robbins Paul F.
- Robida Mark
- Robinson Matthew K.
- Rocafiguera Albert Oriol
- Roder Heinrich
- Roder Joanna
- Rodriguez Kori Porosnicu
- Rodriguez Luis Paz-Ares
- Rodriguez-Garcia Alba
- Rodriguez-Rodriguez Lorna
- Rodríguez-Otero Paula
- Roen Diana
- Roman Kristin
- Romero Pedro
- Rong Xianhui
- Rooney Cliona M.
- Rosen Frances
- Rosenberg Steven
- Rosenberg Steven A.
- Rosenblum Michael
- Rosner Gary
- Ross Ashley
- Ross Jeffrey
- Rossi John M.
- Rothe Christine
- Royster Erica
- Rubinstein Mark
- Ruella Marco
- Rufer Nathalie
- Rush Elizabeth
- Ruzich Janet
- Rådestad Emelie
- Sabado Rachel
- Sabesan Arvind
- Sachsenmeier Eliot
- Sacris Erlinda
- Sadelain Michel
- Saenger Yvonne
- Saini Manoj
- Salama Sofie
- Salazar Andres M.
- Salazar Rachel
- Salles Gilles
- Samiulla Dodheri
- San-Miguel Jesus
- Sanborn Rachel E.
- Sanchez Katherine
- Sander Cindy
- Sanderson Joseph P.
- Sandhu Shahneen
- Sandoval Juan
- Sankin Alexander
- Santiago Laurelis
- Santos João
- Sanz Laia Masvidal
- Saraf Sanatan
- Sarnaik Amod
- Sasikumar Pottayil
- Sathyanaryanan Sriram
- Saunders Tracie
- Savoldo Barbara
- Schadendorf Dirk
- Schaffer Michael E.
- Schalper Kurt
- Scharping Nicole
- Schauder David
- Schaue Dorthe
- Scheel Birgit
- Schiller Annemarie
- Schjesvold Fredrik
- Schlom Jeffrey
- Schloss Charles
- Schlosser Corinna
- Schmidinger Manuela
- Schmidt Guenter
- Schneck Jonathan
- Schoenberg Mark
- Schoenmeyer Ralf
- Scholler John
- Schreiber Taylor H.
- Schult Silke
- Schvartsman Gustavo
- Schwartz Sarit
- Schüler Julia
- Segal Neil H.
- Seiwert Tanguy
- Sellappan Shankar
- Sethuraman Jyothi
- Sewell Andrew Kelvin
- Sgourakis Nikolaos
- Sha Huizi
- Shafren Darren
- Shah Jatin
- Shah Sumit A.
- Shamsili Setareh
- Shane Olwill A.
- Shankaran Veena
- Sharfman William
- Sharma Prannda
- Sharma Sherven
- Sharon Elad
- Sharpe Alan D.
- Shaw Pamela
- Shayan Gulidanna
- Shekarian Tala
- Shen Yueh-wei
- Sher Xinwei
- Sherman Marika
- Sherry Richard
- Shestova Olga
- Shields Anthony
- Shinners Nicholas
- Shinwari Nabeegha
- Shipp Margaret
- Shortt Jake
- Shree Ankita
- Shu Jenny
- Shukla Sachet A.
- Sidhom John-William
- Siefker-Radtke Arlene
- Sievers Eric
- Signoretti Sabina
- Sikic Branimir I.
- Silk Ann
- Silk Jonathan D.
- Silski Cynthia
- Simard François
- Simpson Guy
- Sirard Cynthia
- Siurala Mikko
- Skalova Helena
- Slawin Kevin
- Slingluff Craig L.
- Small William
- Smith David C.
- Smith Sean G.
- Smolkin Mark E.
- Snzol Mario
- Sodre Andressa
- Sokol Levi
- Somerville Robert
- Sondel Paul M.
- Song James
- Song Yang
- Sonpavde Guru
- Soon-Shiong Patrick
- Sosman Jeffrey
- Spacek Jan
- Speiser Daniel E.
- Spencer Christine
- Spencer David M.
- Spires Vanessa M.
- Sprague Isaac
- Spranger Stefani
- Spreafico Anna
- Srinivasa Sreesha P.
- Srivastava Abhishek
- Staffas Anna
- Stagg John
- Stecha Pete
- Stein Mark
- Steinbach Joachim P.
- Steingrimsson Arni
- Steinmetz Sue
- Stern Joshua
- Stevanovic Sanja
- Stewart John
- Stief Christian
- Storey James
- Stramer Amanda
- Stump Julia
- Sturgill Ian
- Su Nan
- Su Paul
- Su Shu
- Subbiah Vivek
- Sudarshan Naremaddepalli
- Suh Robert
- Suisham Stacey
- Sullivan Ryan J.
- Sun Cheng
- Sun Yongming
- Sundarapandiyan Karuna
- Sundararaman Srividya
- Sundberg Berit
- Supan Dana
- Suryawanshi Satyendra
- Suzuki Akiko
- Svane Inge Marie
- Swaby Ramona F.
- Swann Suzanne
- Swanson Ryan
- Swiderski Piotr
- Szomolay Barbara
- Takimoto Chris H.
- Tan Xuemei
- Tang Lei
- Tang Shande
- Tannir Nizar M.
- Tarhini Ahmad A.
- Taur Ying
- Tawbi Hussein
- Taylor Katrina A.
- Tewari Krishnansu S.
- Teyssier Noam
- Thakur Archana
- Theiss Noah
- Thibault Guillaume
- Thomas Lawrence J.
- Thompson John
- Thompson Lucas
- Thompson Seth
- Throsby Mark
- Thyparambil Sheeno
- Tian Zhigang
- Tilman Rau T.
- Timmer John C.
- Ting David
- To Ka Fai
- Tom Warren
- Tonn Torsten
- Topalian Suzanne
- Toth Kyle
- Tran Ben
- Trebska-McGowan Kasia
- Trehu Elizabeth
- Tribble Nicholas
- Trimble Cornelia L.
- Tsai Katy
- Tsang Kwong
- Tsao Tsu-Shuen
- Tsourkas Andrew
- Tsujikawa Takahiro
- Tufman Amanda
- Tumeh Paul
- Tumeh Paul C.
- Turcotte Simon
- Tykodi Scott
- Uemura Marc
- Uger Robert
- Uhlik Mark
- Uhlin Michael
- Urba Walter
- Uribe Diana
- Vaishampayan Ulka
- Valsesia-Wittmann Sandrine
- van den Brink Marcel R. M.
- Van den Eynde Marc
- van Hoef Vincent
- van Loo Pieter Fokko
- Vandeven Natalie
- Varadarajan Navin
- Varadhachary Gauri R.
- Vasaturo Angela
- Vaske Charles
- Vasselli James
- Veerapathran Anandaraman
- Velcheti Vamsidhar
- Veninga Henrike
- Vetsika E-K
- Vignali Dario
- Villabona Lisa
- Villalobos Victor M.
- Villarroel Patricio Pérez
- Viller Natasja Nielsen
- Vitale Laura A.
- Vocka Michal
- Volkmer Jens-Peter
- Voss Martin
- Vuyyuru Raja
- Wagner Joel P.
- Wakefield Jessica
- Wakelee Heather A.
- Waldmann Anja
- Waldmann Thomas
- Wallace William D.
- Waller Edmund K.
- Walser Tonya C.
- Walsh William
- Wan Ee
- Wang Chichung
- Wang Chun-Wei
- Wang Daqing
- Wang Gerald
- Wang Hao
- Wang Judy S.
- Wang Lai
- Wang Ziming
- Wardell Seth
- Wargo Jennifer
- Warren Sarah
- Wassman Karl
- Watkins Simon
- Webb Tonya J.
- Weber James
- Weber Jeffrey
- Weber Sharon
- Webster Philippa
- Wei Ziewn
- Weidlick Jeffrey
- Weigel Tracey
- Weinberg Andrew
- Weissbrich Bianca
- Weissman Irving L.
- Wels Winfried S.
- Wennerberg Erik
- Wenthe Jessica
- Westergaard Marie Christine Wulff
- Whetstone Ryan
- White Andrew M.
- White Eileen
- Whiting Sam
- Widger Jenifer
- Wiedenmann Alexander
- Wiedermann Guy
- Wiegand Volker
- Wiener Doris
- Wigginton Jon
- William Loging
- Williams Jason B.
- Williams LaTerrica C.
- Winter Hauke
- Withers Sita
- Witjes J. Alfred
- Witt Kristina
- Wolchok Jedd D.
- Wolfson Martin
- Wondyfraw Nebiyu
- Wong Philip
- Wong Ryan
- Woodman Scott
- Woods David
- Workman Creg
- Wu Catherine J.
- Wu Haiyan
- Wu Jennifer
- Wunderlich John
- Wydro Mateusz
- Xiao Christine
- Xiao Weihua
- Xin Gang
- Xu Hui
- Xue Allen
- Yamamoto Tori
- Yanagawa Jane
- Yang James
- Yang Jason
- Yang Richard
- Yearley Jennifer
- Yee Andrew J.
- Yee Cassian
- Yehuda Dina Ben
- Yigitsoy Mehmet
- Yimer Habte
- Yonemitsu Yoshikazu
- Yoshino Takayuki
- Yu Evan Y.
- Yu Wendy
- Yu Xuezhong
- Yu Zhiya
- Yusko Erik
- Zacharakis Nikolaos
- Zaharoff David
- Zamarin Dmitriy
- Zang Xingxing
- Zanhow Cynthia
- Zappasodi Roberta
- Zarour Hassane
- Zavadova Eva
- Zehn Dietmar
- Zeng Gang
- Zeng Xue
- Zha Yuanyuan
- Zhang Bingqing
- Zhang Congcong
- Zhang Hongjun
- Zhang Hua
- Zhang Hui
- Zhang Jian
- Zhang Jinyu
- Zhang Liping
- Zhang Maggie
- Zhang Wenjun
- Zhang Xiaonan
- Zhang Yayan
- Zhao Fei
- Zhao Xingli
- Zhao Zeguo
- Zhong Shi
- Zhu Baogong
- Zhu Cheng
- Zhu Yifei
- Zi Tong
- Zimarino Carlo
- Zinzani Pier Luigi
- Zoon Kathryn C.
- Zuleger Cindy
- Publication venue
- 'Springer Science and Business Media LLC'
- Publication date
- 03/01/2017
- Field of study
31st Annual Meeting and Associated Programs of the Society for Immunotherapy of Cancer (SITC 2016): part one
- Author
- Aarts Craig
- Abdallah Rehab
- Abdul-Alim Siddiq
- Abolhalaj Milad
- Abtin Fereidoun
- Acheson Anupama
- Acquavella Nicolas
- Adams Gregory P
- Adams Katherine
- Adams Sharon
- Adamus Tomasz
- Adekandi Madhukara
- Adurthi Sreenivas
- Adusumilli Prasad S
- Aeffner Famke
- Afentoulis Michael
- Ager Casey
- Aggouraki Despoina
- Agrawal Rajendra
- Agrawal Sudhir
- Agrawal Swati
- Ahlers Christoph M
- Ahmed Nabil
- Ahn Myung J
- Ahr Katya
- Ai Midan
- Aiba Rachida-Siham B
- Aisner Joseph
- Albertini Mark R
- Albertini Mark R
- Albiges Laurence
- Albright Andrew
- Albright Andrew
- Algazi Alain
- Ali Siraj
- Alicea Candido
- Allen Natalie
- Allersdorfer Andrea
- Alva Ajjai
- Amado Rafael
- Amaria Rodabe
- Ameratunga Malaka
- Amin Asim
- Amor Amira B
- Amrhein John
- Anagnostou Valsamo
- Andersen Rikke
- Andersen Rikke
- André Thierry
- Andtbacka Robert H I
- Angela Omilian
- Angell Helen K
- Annels Nicola
- Annunziata Christina M
- Ansa-Addo Ephraim A
- Ansari Tameem
- Antilla Marjukka
- Antonarakis Emmanuel S
- Antonarakis Emmanuel S
- Aoki Rhonda
- Armand Philippe
- Armand Philippe
- Armstrong Adam
- Arora Kshitij
- Arreaza Gladys
- Ascierto Paolo A
- Ashworth-Sharpe Julia
- Askmyr David
- Asmellash Senait
- Assadipour Yasmine
- Assenmacher Mario
- Athelogou Maria
- Atkins Michael B
- Atkins Michael B
- Atkins Michael B
- Attaf Meriem
- Au Gough
- Au-Young Janice
- Avery Kendra N
- Avery Kendra N
- Ayers Mark
- Ayers Mark
- Ayers Mark
- Azimi Vahid
- Aznar M. A
- Backert Linus
- Backes Floor J
- Bagg Eleanor A L
- Bahjat Keith
- Bajorin Dean
- Bakker Lex
- Balakumaran Arun
- Balakumaran Arun
- Balakumaran Arun
- Ballesteros-Merino Carmen
- Ballesteros-Merino Carmen
- Ballesteros-Merino Carmen
- Bander Neil
- Bang Yung-Jue
- Bannerji Rajat
- Baratelli Felicita E
- Barbee Susannah D
- Barlesi Fabrice
- Barrett Carl
- Barrett David
- Barth Carola
- Bartkowiak Todd
- Bartlett Nancy
- Basher Fahmin
- Bassett Roland
- Bassett Roland
- Basu Samik
- Bath Natalie
- Batista Luciana
- Bauer Todd
- Bauer Todd M
- Bauer Todd W
- Baughman Jan E
- Bayle J. H
- Baylin Stephen
- Beechem Joseph
- Beechem Joseph
- Beechem Joseph
- Beeson Craig
- Bellmunt Joaquim
- Bellmunt Joaquim
- Bellovin David I
- Beltran Nancy
- Bendell Johanna
- Bender James
- Bender James
- Bender James
- Bennett Alan D
- Bennett Mark K
- Bergamaschi Cristina
- Berger Frank
- Berger Sven
- Bergeron Derek
- Berglund Anders
- Berglund Sofia
- Bernatchez Chantale
- Bernett Matthew J
- Bernett Matthew J
- Bernstein Donna
- Bessell Catherine A
- Betts Gareth
- Beyer Sophie
- Bhanot Gyan
- Bhardwaj Nina
- Bhardwaj Nina
- Bhardwaj Nina
- Bhardwaj Rukmini
- Bhatia Shailender
- Bhatia Shailender
- Bhaumik Srabani
- Bianchi Valentina
- Bielamowicz Kevin
- Bieniarz Christopher
- Bifulco Carlo
- Bifulco Carlo
- Bifulco Carlo
- Bifulco Carlo
- Billingsley James M
- Binder-Scholl Gwendolyn
- Binder-Scholl Gwendolyn
- Binnig Gerd
- Birditt Brian
- Bivalacqua Trinity J
- Black Joshua C
- Black Joshua C
- Black Mary
- Blacklock Hilary
- Blackmon Shauna
- Blackmon Shauna
- Blaskovich Michelle A
- Blaskovich Michelle A
- Blaskovich Michelle A
- Blazar Bruce R
- Blitzer Grace
- Bonzon Christine
- Bonzon Christine
- Borch Troels H
- Borch Troels H
- Borges Luis
- Borkar Rohan N
- Bornschlegl Svetlana
- Bornschlegl Svetlana
- Bosch Marnix
- Bose Nandita
- Bossen Bolette
- Bot Adrian
- Botti Gerardo
- Boudadi Karim
- Boussiotis Vassiliki A
- Brahmer Julie
- Bramson Jonathan
- Bramson Jonathan
- Brenner Malcolm K
- Brett Sara
- Brevard Julie
- Brewer Joanna
- Brieu Nicolas
- Brisson Ryan
- Brody Joshua
- Brunazzi Erin
- Bruno Tullia C
- Bryant Bonita
- Bshara Wiam
- Bu Xia
- Buchner Alexander
- Bucsek Mark
- Budhani Pratha
- Bullock Timothy N
- Bullock Timothy N
- Burger Michael C
- Burgess Melissa
- Burgher Blake
- Burgher Blake
- Burk Chad
- Butterfield Lisa H
- Byrd David
- Byrd John
- Byrd Tiara
- Callahan Margaret K
- Campbell Mary
- Campbell Tracy
- Canter Robert J
- Canter Robert J
- Cao Alexander
- Carmichael Lakeesha
- Caron Christine
- Carpentier Sabrina
- Carpio Cecilia
- Carretero-Iglesia Laura
- Carvajal-Hausdorf Daniel
- Caspell Richard
- Caux Christophe
- Cecchi Fabiola
- Celis Esteban
- Cerkovnik Logan
- Cervera-Carrascón Víctor
- Chacon Jessica
- Chagin Karen
- Chakraborty Paramita
- Champagne Monique
- Chan Anthony T C
- Chan Nancy
- Chan Timothy A
- Chandran Smita
- Chandrasekhar Talapaneni
- Chang Peter
- Chang Serena
- Chao Mark
- Chatterjee Shilpak
- Chaudhri Apoorvi
- Cheever Martin
- Chen Amanda
- Chen Hui
- Chen Jie Q
- Chen Lawrence
- Chen Lieping
- Chen Mei
- Chen Mingyi
- Chen Shuming
- Chen Xiufen
- Cheng Jonathan
- Cheng Jonathan
- Cheng Zhi-jie J
- Chikina Maria
- Chin Renee
- Chinnasamy Harshini
- Chlosta Sabine
- Chlosta Sabine
- Choi Minsig
- Choueiri Toni K
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- Sewell Andrew K
- Sgourakis Nikolaos
- Sha Huizi
- Shafren Darren
- Shafren Darren
- Shah Jatin
- Shah Jatin
- Shah Sumit A
- Shamsili Setareh
- Shane Olwill A
- Shankaran Veena
- Sharfman William
- Sharma Prannda
- Sharma Sherven
- Sharon Elad
- Sharpe Alan D
- Shaw Pamela
- Shayan Gulidanna
- Shekarian Tala
- Shen Yueh-wei
- Sher Xinwei
- Sherman Marika
- Sherry Richard
- Sherry Richard
- Shestova Olga
- Shields Anthony
- Shinners Nicholas
- Shinwari Nabeegha
- Shipp Margaret
- Shortt Jake
- Shree Ankita
- Shu Jenny
- Shu Jenny
- Shukla Sachet A
- Sidhom John-William
- Siefker-Radtke Arlene
- Sievers Eric
- Signoretti Sabina
- Sikic Branimir I
- Silk Ann
- Silk Jonathan D
- Silski Cynthia
- Simard François
- Simpson Guy
- Sirard Cynthia
- Siurala Mikko
- Skalova Helena
- Slawin Kevin
- Slingluff Craig L
- Slingluff Craig L
- Slingluff Craig L
- Small William
- Smith David C
- Smith Sean G
- Smolkin Mark E
- Snzol Mario
- Sodre Andressa
- Sokol Levi
- Somerville Robert
- Somerville Robert
- Sondel Paul M
- Song James
- Song Yang
- Sonpavde Guru
- Soon-Shiong Patrick
- Soon-Shiong Patrick
- Sosman Jeffrey
- Spacek Jan
- Speiser Daniel E
- Spencer Christine
- Spencer David M
- Spencer David M
- Spires Vanessa M
- Sprague Isaac
- Spranger Stefani
- Spreafico Anna
- Srinivasa Sreesha P
- Srivastava Abhishek
- Staffas Anna
- Stagg John
- Stecha Pete
- Stein Mark
- Steinbach Joachim P
- Steingrimsson Arni
- Steinmetz Sue
- Stern Joshua
- Stevanovic Sanja
- Stevanovic Sanja
- Stewart John
- Stief Christian
- Storey James
- Stramer Amanda
- Stramer Amanda
- Stump Julia
- Sturgill Ian
- Su Nan
- Su Paul
- Su Shu
- Subbiah Vivek
- Sudarshan Naremaddepalli
- Suh Robert
- Suisham Stacey
- Sullivan Ryan J
- Sullivan Ryan J
- Sun Cheng
- Sun Yongming
- Sundarapandiyan Karuna
- Sundararaman Srividya
- Sundberg Berit
- Supan Dana
- Suryawanshi Satyendra
- Suzuki Akiko
- Svane Inge M
- Svane Inge M
- Svane Inge M
- Svane Inge M
- Swaby Ramona F
- Swann Suzanne
- Swanson Ryan
- Swiderski Piotr
- Szomolay Barbara
- Takimoto Chris H
- Tan Xuemei
- Tang Lei
- Tang Lei
- Tang Shande
- Tannir Nizar M
- Tarhini Ahmad A
- Taur Ying
- Tawbi Hussein
- Tawbi Hussein
- Taylor Katrina A
- Tewari Krishnansu S
- Teyssier Noam
- Thakur Archana
- Theiss Noah
- Thibault Guillaume
- Thomas Lawrence J
- Thompson John
- Thompson Lucas
- Thompson Seth
- Thompson Seth
- Throsby Mark
- Thyparambil Sheeno
- Tian Zhigang
- Tilman Rau T
- Timmer John C
- Ting David
- To Ka F
- Tom Warren
- Tonn Torsten
- Topalian Suzanne
- Toth Kyle
- Tran Ben
- Trebska-McGowan Kasia
- Trehu Elizabeth
- Tribble Nicholas
- Trimble Cornelia L
- Tsai Katy
- Tsang Kwong
- Tsang Kwong
- Tsao Tsu-Shuen
- Tsourkas Andrew
- Tsujikawa Takahiro
- Tufman Amanda
- Tumeh Paul
- Tumeh Paul C
- Turcotte Simon
- Tykodi Scott
- Uemura Marc
- Uger Robert
- Uhlik Mark
- Uhlin Michael
- Uhlin Michael
- Urba Walter
- Urba Walter
- Urba Walter
- Urba Walter
- Uribe Diana
- Vaishampayan Ulka
- Vaishampayan Ulka
- Valsesia-Wittmann Sandrine
- van den Brink Marcel R M
- Van den Eynde Marc
- van Hoef Vincent
- van Loo Pieter F
- Vandeven Natalie
- Varadarajan Navin
- Varadhachary Gauri R
- Vasaturo Angela
- Vaske Charles
- Vasselli James
- Veerapathran Anandaraman
- Velcheti Vamsidhar
- Velcheti Vamsidhar
- Veninga Henrike
- Vetsika E-K
- Vignali Dario
- Villabona Lisa
- Villalobos Victor M
- Villarroel Patricio P
- Viller Natasja N
- Vitale Laura A
- Vitale Laura A
- Vocka Michal
- Volkmer Jens-Peter
- Voss Martin
- Vuyyuru Raja
- Wagner Joel P
- Wakefield Jessica
- Wakelee Heather A
- Waldmann Anja
- Waldmann Thomas
- Wallace William D
- Waller Edmund K
- Walser Tonya C
- Walsh William
- Wan Ee
- Wan Ee
- Wan Ee
- Wang Chichung
- Wang Chun-Wei
- Wang Daqing
- Wang Gerald
- Wang Hao
- Wang Judy S
- Wang Lai
- Wang Ziming
- Wang Ziming
- Wardell Seth
- Wardell Seth
- Wargo Jennifer
- Wargo Jennifer
- Warren Sarah
- Warren Sarah
- Warren Sarah
- Wassman Karl
- Watkins Simon
- Webb Tonya J
- Weber James
- Weber Jeffrey
- Weber Jeffrey
- Weber Jeffrey
- Weber Sharon
- Webster Philippa
- Wei Ziewn
- Weidlick Jeffrey
- Weigel Tracey
- Weinberg Andrew
- Weinberg Andrew
- Weissbrich Bianca
- Weissman Irving L
- Wels Winfried S
- Wennerberg Erik
- Wenthe Jessica
- Westergaard Marie C W
- Westergaard Marie C W
- Whetstone Ryan
- White Andrew M
- White Andrew M
- White Eileen
- Whiting Sam
- Widger Jenifer
- Wiedenmann Alexander
- Wiedermann Guy
- Wiegand Volker
- Wiener Doris
- Wigginton Jon
- William Loging
- Williams Jason B
- Williams LaTerrica C
- Winter Hauke
- Withers Sita
- Witjes J. A
- Witt Kristina
- Wolchok Jedd D
- Wolchok Jedd D
- Wolfson Martin
- Wondyfraw Nebiyu
- Wong Philip
- Wong Ryan
- Woodman Scott
- Woods David
- Workman Creg
- Wu Catherine J
- Wu Haiyan
- Wu Haiyan
- Wu Jennifer
- Wunderlich John
- Wunderlich John
- Wydro Mateusz
- Xiao Christine
- Xiao Weihua
- Xin Gang
- Xu Hui
- Xue Allen
- Yamamoto Tori
- Yanagawa Jane
- Yang James
- Yang Jason
- Yang Richard
- Yearley Jennifer
- Yearley Jennifer
- Yee Andrew J
- Yee Cassian
- Yehuda Dina B
- Yigitsoy Mehmet
- Yimer Habte
- Yonemitsu Yoshikazu
- Yoshino Takayuki
- Yu Evan Y
- Yu Wendy
- Yu Xuezhong
- Yu Zhiya
- Yu Zhiya
- Yusko Erik
- Zacharakis Nikolaos
- Zaharoff David
- Zamarin Dmitriy
- Zang Xingxing
- Zanhow Cynthia
- Zappasodi Roberta
- Zarour Hassane
- Zavadova Eva
- Zehn Dietmar
- Zeng Gang
- Zeng Xue
- Zha Yuanyuan
- Zhang Bingqing
- Zhang Congcong
- Zhang Hongjun
- Zhang Hua
- Zhang Hui
- Zhang Jian
- Zhang Jinyu
- Zhang Liping
- Zhang Maggie
- Zhang Wenjun
- Zhang Xiaonan
- Zhang Yayan
- Zhang Yayan
- Zhao Fei
- Zhao Xingli
- Zhao Zeguo
- Zhong Shi
- Zhu Baogong
- Zhu Cheng
- Zhu Yifei
- Zi Tong
- Zi Tong
- Zimarino Carlo
- Zinzani Pier L
- Zinzani Pier L
- Zoon Kathryn C
- Zuleger Cindy
- Publication venue
- Publication date
- 27/03/2018
- Field of study