Jackson Kernion

16 papers Journal 15Unranked 1
YearRankTypeTitle / Venue / Authors
2023 J jnl
Trans. Mach. Learn. Res.
Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao, Abu Awal Md Shoeb, Abubakar Abid, Adam Fisch, Adam R. Brown, Adam Santoro, Aditya Gupta, Adrià Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power, Alex Ray, Alex Warstadt, Alexander W. Kocurek, Ali Safaya, Ali Tazarv, Alice Xiang, Alicia Parrish, Allen Nie, Aman Hussain, Amanda Askell, Amanda Dsouza, Ambrose Slone, Ameet Rahane, Anantharaman S. Iyer, Anders Andreassen, Andrea Madotto, Andrea Santilli, Andreas Stuhlmüller, Andrew M. Dai, Andrew La, Andrew K. Lampinen, Andy Zou, Angela Jiang, Angelica Chen, Anh Vuong, Animesh Gupta, Anna Gottardi, Antonio Norelli, Anu Venkatesh, Arash Gholamidavoodi, Arfa Tabassum, Arul Menezes, Arun Kirubarajan, Asher Mullokandov, Ashish Sabharwal, Austin Herrick, Avia Efrat, Aykut Erdem, Ayla Karakas, B. Ryan Roberts, Bao Sheng Loe, Barret Zoph, Bartlomiej Bojanowski, Batuhan Özyurt, Behnam Hedayatnia, Behnam Neyshabur, Benjamin Inden, Benno Stein, Berk Ekmekci, Bill Yuchen Lin, Blake Howald, Bryan Orinion, Cameron Diao, Cameron Dour, Catherine Stinson, Cedrick Argueta, Cèsar Ferri Ramírez, Chandan Singh, Charles Rathkopf, Chenlin Meng, Chitta Baral, Chiyu Wu, Chris Callison-Burch, Chris Waites, Christian Voigt, Christopher D. Manning, Christopher Potts, Cindy Ramirez, Clara E. Rivera, Clemencia Siro, Colin Raffel, Courtney Ashcraft, Cristina Garbacea, Damien Sileo, Dan Garrette, Dan Hendrycks, Dan Kilman, Dan Roth, Daniel Freeman, Daniel Khashabi, Daniel Levy, Daniel Moseguí González, Danielle Perszyk, Danny Hernandez, Danqi Chen, Daphne Ippolito, Dar Gilboa, David Dohan, David Drakard, David Jurgens, Debajyoti Datta, Deep Ganguli, Denis Emelin, Denis Kleyko, Deniz Yuret, Derek Chen, Derek Tam, Dieuwke Hupkes, Diganta Misra, Dilyar Buzan, Dimitri Coelho Mollo, Diyi Yang, Dong-Ho Lee, Dylan Schrader, Ekaterina Shutova, Ekin Dogus Cubuk, Elad Segal, Eleanor Hagerman, Elizabeth Barnes, Elizabeth Donoway, Ellie Pavlick, Emanuele Rodolà, Emma Lam, Eric Chu, Eric Tang, Erkut Erdem, Ernie Chang, Ethan A. Chi, Ethan Dyer, Ethan J. Jerzak, Ethan Kim, Eunice Engefu Manyasi, Evgenii Zheltonozhskii, Fanyue Xia, Fatemeh Siar, Fernando Martínez-Plumed, Francesca Happé, François Chollet, Frieda Rong, Gaurav Mishra, Genta Indra Winata, Gerard de Melo, Germán Kruszewski, Giambattista Parascandolo, Giorgio Mariani, Gloria Wang, Gonzalo Jaimovitch-López, Gregor Betz, Guy Gur-Ari, Hana Galijasevic, Hannah Kim, Hannah Rashkin, Hannaneh Hajishirzi, Harsh Mehta, Hayden Bogar, Henry Shevlin, Hinrich Schütze, Hiromu Yakura, Hongming Zhang, Hugh Mee Wong, Ian Ng, Isaac Noble, Jaap Jumelet, Jack Geissinger, Jackson Kernion, Jacob Hilton, Jaehoon Lee, Jaime Fernández Fisac, James B. Simon, James Koppel, James Zheng, James Zou, Jan Kocon, Jana Thompson, Janelle Wingfield, Jared Kaplan, Jarema Radom, Jascha Sohl-Dickstein, Jason Phang, Jason Wei, Jason Yosinski, Jekaterina Novikova, Jelle Bosscher, Jennifer Marsh, Jeremy Kim, Jeroen Taal, Jesse H. Engel, Jesujoba Alabi, Jiacheng Xu, Jiaming Song, Jillian Tang, Joan Waweru, John Burden, John Miller, John U. Balis, Jonathan Batchelder, Jonathan Berant, Jörg Frohberg, Jos Rozen, José Hernández-Orallo, Joseph Boudeman, Joseph Guerr, Joseph Jones, Joshua B. Tenenbaum, Joshua S. Rule, Joyce Chua, Kamil Kanclerz, Karen Livescu, Karl Krauth, Karthik Gopalakrishnan, Katerina Ignatyeva, Katja Markert, Kaustubh D. Dhole, Kevin Gimpel, Kevin Omondi, Kory W. Mathewson, Kristen Chiafullo, Ksenia Shkaruta, Kumar Shridhar, Kyle McDonell, Kyle Richardson, Laria Reynolds, Leo Gao, Li Zhang, Liam Dugan, Lianhui Qin, Lidia Contreras Ochando, Louis-Philippe Morency, Luca Moschella, Lucas Lam, Lucy Noble, Ludwig Schmidt, Luheng He, Luis Oliveros Colón, Luke Metz, Lütfi Kerem Senel, Maarten Bosma, Maarten Sap, Maartje ter Hoeve, Maheen Farooqi, Manaal Faruqui, Mantas Mazeika, Marco Baturan, Marco Marelli, Marco Maru, María José Ramírez-Quintana, Marie Tolkiehn, Mario Giulianelli, Martha Lewis, Martin Potthast, Matthew L. Leavitt, Matthias Hagen, Mátyás Schubert, Medina Baitemirova, Melody Arnaud, Melvin McElrath, Michael A. Yee, Michael Cohen, Michael Gu, Michael I. Ivanitskiy, Michael Starritt, Michael Strube, Michal Swedrowski, Michele Bevilacqua, Michihiro Yasunaga, Mihir Kale, Mike Cain, Mimee Xu, Mirac Suzgun, Mitch Walker, Mo Tiwari, Mohit Bansal, Moin Aminnaseri, Mor Geva, Mozhdeh Gheini, Mukund Varma T., Nanyun Peng, Nathan A. Chi, Nayeon Lee, Neta Gur-Ari Krakover, Nicholas Cameron, Nicholas Roberts, Nick Doiron, Nicole Martinez, Nikita Nangia, Niklas Deckers, Niklas Muennighoff, Nitish Shirish Keskar, Niveditha Iyer, Noah Constant, Noah Fiedel, Nuan Wen, Oliver Zhang, Omar Agha, Omar Elbaghdadi, Omer Levy, Owain Evans, Pablo Antonio Moreno Casares, Parth Doshi, Pascale Fung, Paul Pu Liang, Paul Vicol, Pegah Alipoormolabashi, Peiyuan Liao, Percy Liang, Peter Chang, Peter Eckersley, Phu Mon Htut, Pinyu Hwang, Piotr Milkowski, Piyush Patil, Pouya Pezeshkpour, Priti Oli, Qiaozhu Mei, Qing Lyu, Qinlang Chen, Rabin Banjade, Rachel Etta Rudolph, Raefer Gabriel, Rahel Habacker, Ramon Risco, Raphaël Millière, Rhythm Garg, Richard Barnes, Rif A. Saurous, Riku Arakawa, Robbe Raymaekers, Robert Frank, Rohan Sikand, Roman Novak, Roman Sitelew, Ronan LeBras, Rosanne Liu, Rowan Jacobs, Rui Zhang, Ruslan Salakhutdinov, Ryan Chi, Ryan Lee, Ryan Stovall, Ryan Teehan, Rylan Yang, Sahib Singh, Saif M. Mohammad, Sajant Anand, Sam Dillavou, Sam Shleifer, Sam Wiseman, Samuel Gruetter, Samuel R. Bowman, Samuel S. Schoenholz, Sanghyun Han, Sanjeev Kwatra, Sarah A. Rous, Sarik Ghazarian, Sayan Ghosh, Sean Casey, Sebastian Bischoff, Sebastian Gehrmann, Sebastian Schuster, Sepideh Sadeghi, Shadi Hamdan, Sharon Zhou, Shashank Srivastava, Sherry Shi, Shikhar Singh, Shima Asaadi, Shixiang Shane Gu, Shubh Pachchigar, Shubham Toshniwal, Shyam Upadhyay, Shyamolima (Shammie) Debnath, Siamak Shakeri, Simon Thormeyer, Simone Melzi, Siva Reddy, Sneha Priscilla Makini, Soo-Hwan Lee, Spencer Torene, Sriharsha Hatwar, Stanislas Dehaene, Stefan Divic, Stefano Ermon, Stella Biderman, Stephanie Lin, Stephen Prasad, Steven T. Piantadosi, Stuart M. Shieber, Summer Misherghi, Svetlana Kiritchenko, Swaroop Mishra, Tal Linzen, Tal Schuster, Tao Li, Tao Yu, Tariq Ali, Tatsu Hashimoto, Te-Lin Wu, Théo Desbordes, Theodore Rothschild, Thomas Phan, Tianle Wang, Tiberius Nkinyili, Timo Schick, Timofei Kornev, Titus Tunduny, Tobias Gerstenberg, Trenton Chang, Trishala Neeraj, Tushar Khot, Tyler Shultz, Uri Shaham, Vedant Misra, Vera Demberg, Victoria Nyamai, Vikas Raunak, Vinay V. Ramasesh, Vinay Uday Prabhu, Vishakh Padmakumar, Vivek Srikumar, William Fedus, William Saunders, William Zhang, Wout Vossen, Xiang Ren, Xiaoyu Tong, Xinran Zhao, Xinyi Wu, Xudong Shen, Yadollah Yaghoobzadeh, Yair Lakretz, Yangqiu Song, Yasaman Bahri, Yejin Choi, Yichi Yang, Yiding Hao, Yifu Chen, Yonatan Belinkov, Yu Hou, Yufang Hou, Yuntao Bai, Zachary Seid, Zhuoye Zhao, Zijian Wang, Zijie J. Wang, Zirui Wang, Ziyi Wu
2023 conf
ACL (Findings)
Ethan Perez, Sam Ringer, Kamile Lukosiute, Karina Nguyen, Edwin Chen, Scott Heiner, Craig Pettit, Catherine Olsson, Sandipan Kundu, Saurav Kadavath, Andy Jones, Anna Chen, Benjamin Mann, Brian Israel, Bryan Seethor, Cameron McKinnon, Christopher Olah, Da Yan, Daniela Amodei, Dario Amodei, Dawn Drain, Dustin Li, Eli Tran-Johnson, Guro Khundadze, Jackson Kernion, James Landis, Jamie Kerr, Jared Mueller, Jeeyoon Hyun, Joshua Landau, Kamal Ndousse, Landon Goldberg, Liane Lovitt, Martin Lucas, Michael Sellitto, Miranda Zhang, Neerav Kingsland, Nelson Elhage, Nicholas Joseph, Noemí Mercado, Nova DasSarma, Oliver Rausch, Robin Larson, Sam McCandlish, Scott Johnston, Shauna Kravec, Sheer El Showk, Tamera Lanham, Timothy Telleen-Lawton, Tom Brown, Tom Henighan, Tristan Hume, Yuntao Bai, Zac Hatfield-Dodds, Jack Clark, Samuel R. Bowman, Amanda Askell, Roger B. Grosse, Danny Hernandez, Deep Ganguli, Evan Hubinger, Nicholas Schiefer, Jared Kaplan
2023 J jnl
CoRR
Tamera Lanham, Anna Chen, Ansh Radhakrishnan, Benoit Steiner, Carson Denison, Danny Hernandez, Dustin Li, Esin Durmus, Evan Hubinger, Jackson Kernion, Kamile Lukosiute, Karina Nguyen, Newton Cheng, Nicholas Joseph, Nicholas Schiefer, Oliver Rausch, Robin Larson, Sam McCandlish, Sandipan Kundu, Saurav Kadavath, Shannon Yang, Thomas Henighan, Timothy Maxwell, Timothy Telleen-Lawton, Tristan Hume, Zac Hatfield-Dodds, Jared Kaplan, Jan Brauner, Samuel R. Bowman, Ethan Perez
2023 J jnl
CoRR
Ansh Radhakrishnan, Karina Nguyen, Anna Chen, Carol Chen, Carson Denison, Danny Hernandez, Esin Durmus, Evan Hubinger, Jackson Kernion, Kamile Lukosiute, Newton Cheng, Nicholas Joseph, Nicholas Schiefer, Oliver Rausch, Sam McCandlish, Sheer El Showk, Tamera Lanham, Tim Maxwell, Venkatesa Chandrasekaran, Zac Hatfield-Dodds, Jared Kaplan, Jan Brauner, Samuel R. Bowman, Ethan Perez
2023 J jnl
CoRR
Sandipan Kundu, Yuntao Bai, Saurav Kadavath, Amanda Askell, Andrew Callahan, Anna Chen, Anna Goldie, Avital Balwit, Azalia Mirhoseini, Brayden McLean, Catherine Olsson, Cassie Evraets, Eli Tran-Johnson, Esin Durmus, Ethan Perez, Jackson Kernion, Jamie Kerr, Kamal Ndousse, Karina Nguyen, Nelson Elhage, Newton Cheng, Nicholas Schiefer, Nova DasSarma, Oliver Rausch, Robin Larson, Shannon Yang, Shauna Kravec, Timothy Telleen-Lawton, Thomas I. Liao, Tom Henighan, Tristan Hume, Zac Hatfield-Dodds, Sören Mindermann, Nicholas Joseph, Sam McCandlish, Jared Kaplan
2023 J jnl
CoRR
Deep Ganguli, Amanda Askell, Nicholas Schiefer, Thomas I. Liao, Kamile Lukosiute, Anna Chen, Anna Goldie, Azalia Mirhoseini, Catherine Olsson, Danny Hernandez, Dawn Drain, Dustin Li, Eli Tran-Johnson, Ethan Perez, Jackson Kernion, Jamie Kerr, Jared Mueller, Joshua Landau, Kamal Ndousse, Karina Nguyen, Liane Lovitt, Michael Sellitto, Nelson Elhage, Noemí Mercado, Nova DasSarma, Oliver Rausch, Robert Lasenby, Robin Larson, Sam Ringer, Sandipan Kundu, Saurav Kadavath, Scott Johnston, Shauna Kravec, Sheer El Showk, Tamera Lanham, Timothy Telleen-Lawton, Tom Henighan, Tristan Hume, Yuntao Bai, Zac Hatfield-Dodds, Ben Mann, Dario Amodei, Nicholas Joseph, Sam McCandlish, Tom Brown, Christopher Olah, Jack Clark, Samuel R. Bowman, Jared Kaplan
2022 J jnl
CoRR
Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao, Abu Awal Md Shoeb, Abubakar Abid, Adam Fisch, Adam R. Brown, Adam Santoro, Aditya Gupta, Adrià Garriga-Alonso, Agnieszka Kluska, Aitor Lewkowycz, Akshat Agarwal, Alethea Power, Alex Ray, Alex Warstadt, Alexander W. Kocurek, Ali Safaya, Ali Tazarv, Alice Xiang, Alicia Parrish, Allen Nie, Aman Hussain, Amanda Askell, Amanda Dsouza, Ambrose Slone, Ameet Rahane, Anantharaman S. Iyer, Anders Andreassen, Andrea Madotto, Andrea Santilli, Andreas Stuhlmüller, Andrew M. Dai, Andrew La, Andrew K. Lampinen, Andy Zou, Angela Jiang, Angelica Chen, Anh Vuong, Animesh Gupta, Anna Gottardi, Antonio Norelli, Anu Venkatesh, Arash Gholamidavoodi, Arfa Tabassum, Arul Menezes, Arun Kirubarajan, Asher Mullokandov, Ashish Sabharwal, Austin Herrick, Avia Efrat, Aykut Erdem, Ayla Karakas, B. Ryan Roberts, Bao Sheng Loe, Barret Zoph, Bartlomiej Bojanowski, Batuhan Özyurt, Behnam Hedayatnia, Behnam Neyshabur, Benjamin Inden, Benno Stein, Berk Ekmekci, Bill Yuchen Lin, Blake Howald, Bryan Orinion, Cameron Diao, Cameron Dour, Catherine Stinson, Cedrick Argueta, Cèsar Ferri Ramírez, Chandan Singh, Charles Rathkopf, Chenlin Meng, Chitta Baral, Chiyu Wu, Chris Callison-Burch, Chris Waites, Christian Voigt, Christopher D. Manning, Christopher Potts, Cindy Ramirez, Clara E. Rivera, Clemencia Siro, Colin Raffel, Courtney Ashcraft, Cristina Garbacea, Damien Sileo, Dan Garrette, Dan Hendrycks, Dan Kilman, Dan Roth, Daniel Freeman, Daniel Khashabi, Daniel Levy, Daniel Moseguí González, Danielle Perszyk, Danny Hernandez, Danqi Chen, Daphne Ippolito, Dar Gilboa, David Dohan, David Drakard, David Jurgens, Debajyoti Datta, Deep Ganguli, Denis Emelin, Denis Kleyko, Deniz Yuret, Derek Chen, Derek Tam, Dieuwke Hupkes, Diganta Misra, Dilyar Buzan, Dimitri Coelho Mollo, Diyi Yang, Dong-Ho Lee, Dylan Schrader, Ekaterina Shutova, Ekin Dogus Cubuk, Elad Segal, Eleanor Hagerman, Elizabeth Barnes, Elizabeth Donoway, Ellie Pavlick, Emanuele Rodolà, Emma Lam, Eric Chu, Eric Tang, Erkut Erdem, Ernie Chang, Ethan A. Chi, Ethan Dyer, Ethan J. Jerzak, Ethan Kim, Eunice Engefu Manyasi, Evgenii Zheltonozhskii, Fanyue Xia, Fatemeh Siar, Fernando Martínez-Plumed, Francesca Happé, François Chollet, Frieda Rong, Gaurav Mishra, Genta Indra Winata, Gerard de Melo, Germán Kruszewski, Giambattista Parascandolo, Giorgio Mariani, Gloria Wang, Gonzalo Jaimovitch-López, Gregor Betz, Guy Gur-Ari, Hana Galijasevic, Hannah Kim, Hannah Rashkin, Hannaneh Hajishirzi, Harsh Mehta, Hayden Bogar, Henry Shevlin, Hinrich Schütze, Hiromu Yakura, Hongming Zhang, Hugh Mee Wong, Ian Ng, Isaac Noble, Jaap Jumelet, Jack Geissinger, Jackson Kernion, Jacob Hilton, Jaehoon Lee, Jaime Fernández Fisac, James B. Simon, James Koppel, James Zheng, James Zou, Jan Kocon, Jana Thompson, Janelle Wingfield, Jared Kaplan, Jarema Radom, Jascha Sohl-Dickstein, Jason Phang, Jason Wei, Jason Yosinski, Jekaterina Novikova, Jelle Bosscher, Jennifer Marsh, Jeremy Kim, Jeroen Taal, Jesse H. Engel, Jesujoba Alabi, Jiacheng Xu, Jiaming Song, Jillian Tang, Joan Waweru, John Burden, John Miller, John U. Balis, Jonathan Batchelder, Jonathan Berant, Jörg Frohberg, Jos Rozen, José Hernández-Orallo, Joseph Boudeman, Joseph Guerr, Joseph Jones, Joshua B. Tenenbaum, Joshua S. Rule, Joyce Chua, Kamil Kanclerz, Karen Livescu, Karl Krauth, Karthik Gopalakrishnan, Katerina Ignatyeva, Katja Markert, Kaustubh D. Dhole, Kevin Gimpel, Kevin Omondi, Kory W. Mathewson, Kristen Chiafullo, Ksenia Shkaruta, Kumar Shridhar, Kyle McDonell, Kyle Richardson, Laria Reynolds, Leo Gao, Li Zhang, Liam Dugan, Lianhui Qin, Lidia Contreras Ochando, Louis-Philippe Morency, Luca Moschella, Lucas Lam, Lucy Noble, Ludwig Schmidt, Luheng He, Luis Oliveros Colón, Luke Metz, Lütfi Kerem Senel, Maarten Bosma, Maarten Sap, Maartje ter Hoeve, Maheen Farooqi, Manaal Faruqui, Mantas Mazeika, Marco Baturan, Marco Marelli, Marco Maru, María José Ramírez-Quintana, Marie Tolkiehn, Mario Giulianelli, Martha Lewis, Martin Potthast, Matthew L. Leavitt, Matthias Hagen, Mátyás Schubert, Medina Baitemirova, Melody Arnaud, Melvin McElrath, Michael A. Yee, Michael Cohen, Michael Gu, Michael I. Ivanitskiy, Michael Starritt, Michael Strube, Michal Swedrowski, Michele Bevilacqua, Michihiro Yasunaga, Mihir Kale, Mike Cain, Mimee Xu, Mirac Suzgun, Mitch Walker, Mo Tiwari, Mohit Bansal, Moin Aminnaseri, Mor Geva, Mozhdeh Gheini, Mukund Varma T., Nanyun Peng, Nathan A. Chi, Nayeon Lee, Neta Gur-Ari Krakover, Nicholas Cameron, Nicholas Roberts, Nick Doiron, Nicole Martinez, Nikita Nangia, Niklas Deckers, Niklas Muennighoff, Nitish Shirish Keskar, Niveditha Iyer, Noah Constant, Noah Fiedel, Nuan Wen, Oliver Zhang, Omar Agha, Omar Elbaghdadi, Omer Levy, Owain Evans, Pablo Antonio Moreno Casares, Parth Doshi, Pascale Fung, Paul Pu Liang, Paul Vicol, Pegah Alipoormolabashi, Peiyuan Liao, Percy Liang, Peter Chang, Peter Eckersley, Phu Mon Htut, Pinyu Hwang, Piotr Milkowski, Piyush Patil, Pouya Pezeshkpour, Priti Oli, Qiaozhu Mei, Qing Lyu, Qinlang Chen, Rabin Banjade, Rachel Etta Rudolph, Raefer Gabriel, Rahel Habacker, Ramon Risco, Raphaël Millière, Rhythm Garg, Richard Barnes, Rif A. Saurous, Riku Arakawa, Robbe Raymaekers, Robert Frank, Rohan Sikand, Roman Novak, Roman Sitelew, Ronan LeBras, Rosanne Liu, Rowan Jacobs, Rui Zhang, Ruslan Salakhutdinov, Ryan Chi, Ryan Lee, Ryan Stovall, Ryan Teehan, Rylan Yang, Sahib Singh, Saif M. Mohammad, Sajant Anand, Sam Dillavou, Sam Shleifer, Sam Wiseman, Samuel Gruetter, Samuel R. Bowman, Samuel S. Schoenholz, Sanghyun Han, Sanjeev Kwatra, Sarah A. Rous, Sarik Ghazarian, Sayan Ghosh, Sean Casey, Sebastian Bischoff, Sebastian Gehrmann, Sebastian Schuster, Sepideh Sadeghi, Shadi Hamdan, Sharon Zhou, Shashank Srivastava, Sherry Shi, Shikhar Singh, Shima Asaadi, Shixiang Shane Gu, Shubh Pachchigar, Shubham Toshniwal, Shyam Upadhyay, Shyamolima (Shammie) Debnath, Siamak Shakeri, Simon Thormeyer, Simone Melzi, Siva Reddy, Sneha Priscilla Makini, Soo-Hwan Lee, Spencer Torene, Sriharsha Hatwar, Stanislas Dehaene, Stefan Divic, Stefano Ermon, Stella Biderman, Stephanie Lin, Stephen Prasad, Steven T. Piantadosi, Stuart M. Shieber, Summer Misherghi, Svetlana Kiritchenko, Swaroop Mishra, Tal Linzen, Tal Schuster, Tao Li, Tao Yu, Tariq Ali, Tatsu Hashimoto, Te-Lin Wu, Théo Desbordes, Theodore Rothschild, Thomas Phan, Tianle Wang, Tiberius Nkinyili, Timo Schick, Timofei Kornev, Titus Tunduny, Tobias Gerstenberg, Trenton Chang, Trishala Neeraj, Tushar Khot, Tyler Shultz, Uri Shaham, Vedant Misra, Vera Demberg, Victoria Nyamai, Vikas Raunak, Vinay V. Ramasesh, Vinay Uday Prabhu, Vishakh Padmakumar, Vivek Srikumar, William Fedus, William Saunders, William Zhang, Wout Vossen, Xiang Ren, Xiaoyu Tong, Xinran Zhao, Xinyi Wu, Xudong Shen, Yadollah Yaghoobzadeh, Yair Lakretz, Yangqiu Song, Yasaman Bahri, Yejin Choi, Yichi Yang, Yiding Hao, Yifu Chen, Yonatan Belinkov, Yu Hou, Yufang Hou, Yuntao Bai, Zachary Seid, Zhuoye Zhao, Zijian Wang, Zijie J. Wang, Zirui Wang, Ziyi Wu
2022 J jnl
CoRR
Yuntao Bai, Saurav Kadavath, Sandipan Kundu, Amanda Askell, Jackson Kernion, Andy Jones, Anna Chen, Anna Goldie, Azalia Mirhoseini, Cameron McKinnon, Carol Chen, Catherine Olsson, Christopher Olah, Danny Hernandez, Dawn Drain, Deep Ganguli, Dustin Li, Eli Tran-Johnson, Ethan Perez, Jamie Kerr, Jared Mueller, Jeffrey Ladish, Joshua Landau, Kamal Ndousse, Kamile Lukosiute, Liane Lovitt, Michael Sellitto, Nelson Elhage, Nicholas Schiefer, Noemí Mercado, Nova DasSarma, Robert Lasenby, Robin Larson, Sam Ringer, Scott Johnston, Shauna Kravec, Sheer El Showk, Stanislav Fort, Tamera Lanham, Timothy Telleen-Lawton, Tom Conerly, Tom Henighan, Tristan Hume, Samuel R. Bowman, Zac Hatfield-Dodds, Ben Mann, Dario Amodei, Nicholas Joseph, Sam McCandlish, Tom Brown, Jared Kaplan
2022 J jnl
CoRR
Ethan Perez, Sam Ringer, Kamile Lukosiute, Karina Nguyen, Edwin Chen, Scott Heiner, Craig Pettit, Catherine Olsson, Sandipan Kundu, Saurav Kadavath, Andy Jones, Anna Chen, Ben Mann, Brian Israel, Bryan Seethor, Cameron McKinnon, Christopher Olah, Da Yan, Daniela Amodei, Dario Amodei, Dawn Drain, Dustin Li, Eli Tran-Johnson, Guro Khundadze, Jackson Kernion, James Landis, Jamie Kerr, Jared Mueller, Jeeyoon Hyun, Joshua Landau, Kamal Ndousse, Landon Goldberg, Liane Lovitt, Martin Lucas, Michael Sellitto, Miranda Zhang, Neerav Kingsland, Nelson Elhage, Nicholas Joseph, Noemí Mercado, Nova DasSarma, Oliver Rausch, Robin Larson, Sam McCandlish, Scott Johnston, Shauna Kravec, Sheer El Showk, Tamera Lanham, Timothy Telleen-Lawton, Tom Brown, Tom Henighan, Tristan Hume, Yuntao Bai, Zac Hatfield-Dodds, Jack Clark, Samuel R. Bowman, Amanda Askell, Roger B. Grosse, Danny Hernandez, Deep Ganguli, Evan Hubinger, Nicholas Schiefer, Jared Kaplan
2022 J jnl
CoRR
Catherine Olsson, Nelson Elhage, Neel Nanda, Nicholas Joseph, Nova DasSarma, Tom Henighan, Ben Mann, Amanda Askell, Yuntao Bai, Anna Chen, Tom Conerly, Dawn Drain, Deep Ganguli, Zac Hatfield-Dodds, Danny Hernandez, Scott Johnston, Andy Jones, Jackson Kernion, Liane Lovitt, Kamal Ndousse, Dario Amodei, Tom Brown, Jack Clark, Jared Kaplan, Sam McCandlish, Chris Olah
2022 J jnl
CoRR
Saurav Kadavath, Tom Conerly, Amanda Askell, Tom Henighan, Dawn Drain, Ethan Perez, Nicholas Schiefer, Zac Hatfield-Dodds, Nova DasSarma, Eli Tran-Johnson, Scott Johnston, Sheer El Showk, Andy Jones, Nelson Elhage, Tristan Hume, Anna Chen, Yuntao Bai, Sam Bowman, Stanislav Fort, Deep Ganguli, Danny Hernandez, Josh Jacobson, Jackson Kernion, Shauna Kravec, Liane Lovitt, Kamal Ndousse, Catherine Olsson, Sam Ringer, Dario Amodei, Tom Brown, Jack Clark, Nicholas Joseph, Ben Mann, Sam McCandlish, Chris Olah, Jared Kaplan
2022 J jnl
CoRR
Samuel R. Bowman, Jeeyoon Hyun, Ethan Perez, Edwin Chen, Craig Pettit, Scott Heiner, Kamile Lukosiute, Amanda Askell, Andy Jones, Anna Chen, Anna Goldie, Azalia Mirhoseini, Cameron McKinnon, Christopher Olah, Daniela Amodei, Dario Amodei, Dawn Drain, Dustin Li, Eli Tran-Johnson, Jackson Kernion, Jamie Kerr, Jared Mueller, Jeffrey Ladish, Joshua Landau, Kamal Ndousse, Liane Lovitt, Nelson Elhage, Nicholas Schiefer, Nicholas Joseph, Noemí Mercado, Nova DasSarma, Robin Larson, Sam McCandlish, Sandipan Kundu, Scott Johnston, Shauna Kravec, Sheer El Showk, Stanislav Fort, Timothy Telleen-Lawton, Tom Brown, Tom Henighan, Tristan Hume, Yuntao Bai, Zac Hatfield-Dodds, Ben Mann, Jared Kaplan
2022 J jnl
CoRR
Deep Ganguli, Danny Hernandez, Liane Lovitt, Nova DasSarma, Tom Henighan, Andy Jones, Nicholas Joseph, Jackson Kernion, Benjamin Mann, Amanda Askell, Yuntao Bai, Anna Chen, Tom Conerly, Dawn Drain, Nelson Elhage, Sheer El Showk, Stanislav Fort, Zac Hatfield-Dodds, Scott Johnston, Shauna Kravec, Neel Nanda, Kamal Ndousse, Catherine Olsson, Daniela Amodei, Dario Amodei, Tom B. Brown, Jared Kaplan, Sam McCandlish, Chris Olah, Jack Clark
2022 J jnl
CoRR
Deep Ganguli, Liane Lovitt, Jackson Kernion, Amanda Askell, Yuntao Bai, Saurav Kadavath, Ben Mann, Ethan Perez, Nicholas Schiefer, Kamal Ndousse, Andy Jones, Sam Bowman, Anna Chen, Tom Conerly, Nova DasSarma, Dawn Drain, Nelson Elhage, Sheer El Showk, Stanislav Fort, Zac Hatfield-Dodds, Tom Henighan, Danny Hernandez, Tristan Hume, Josh Jacobson, Scott Johnston, Shauna Kravec, Catherine Olsson, Sam Ringer, Eli Tran-Johnson, Dario Amodei, Tom Brown, Nicholas Joseph, Sam McCandlish, Chris Olah, Jared Kaplan, Jack Clark
2022 J jnl
CoRR
Yuntao Bai, Andy Jones, Kamal Ndousse, Amanda Askell, Anna Chen, Nova DasSarma, Dawn Drain, Stanislav Fort, Deep Ganguli, Tom Henighan, Nicholas Joseph, Saurav Kadavath, Jackson Kernion, Tom Conerly, Sheer El Showk, Nelson Elhage, Zac Hatfield-Dodds, Danny Hernandez, Tristan Hume, Scott Johnston, Shauna Kravec, Liane Lovitt, Neel Nanda, Catherine Olsson, Dario Amodei, Tom B. Brown, Jack Clark, Sam McCandlish, Chris Olah, Benjamin Mann, Jared Kaplan
2021 J jnl
CoRR
Amanda Askell, Yuntao Bai, Anna Chen, Dawn Drain, Deep Ganguli, Tom Henighan, Andy Jones, Nicholas Joseph, Benjamin Mann, Nova DasSarma, Nelson Elhage, Zac Hatfield-Dodds, Danny Hernandez, Jackson Kernion, Kamal Ndousse, Catherine Olsson, Dario Amodei, Tom B. Brown, Jack Clark, Sam McCandlish, Chris Olah, Jared Kaplan
tests/integration/test_pe_extractors.py
← Index tests/integration/test_pe_extractors.py python
"""
Integration tests for PE-specific extractors.
"""
import pytest
from unittest.mock import Mock, patch, MagicMock

pytestmark = [pytest.mark.integration, pytest.mark.pe]


# ============================================================================
# PEFeaturesExtractor Tests
# ============================================================================

class TestPEFeaturesExtractor:
    """Tests for PEFeaturesExtractor class."""

    def test_extract_valid_pe(self, pe_binary_path, mock_logger):
        """Test extracting features from valid PE file."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor
        from redb.models.dataclasses import PE

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result is not None
            assert isinstance(result, PE)

    def test_extract_pe_type(self, pe_binary_path, mock_logger):
        """Test PE type detection (DLL, EXE, DRIVER)."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result.type in ["DLL", "EXE", "DRIVER"]

    def test_extract_architecture(self, pe_binary_path, mock_logger):
        """Test architecture detection."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Architecture should be detected
            assert result.architecture is not None

    def test_extract_entry_point(self, pe_binary_path, mock_logger):
        """Test entry point extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Entry point should be a hex string
            assert result.entry_point.startswith("0x")

    def test_extract_compilation_time(self, pe_binary_path, mock_logger):
        """Test compilation time extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Compilation time should be an integer timestamp
            assert isinstance(result.compilation_time, int)
            assert result.compilation_time_utc is not None

    def test_extract_dotnet_detection(self, pe_binary_path, mock_logger):
        """Test .NET detection."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Should be True for the test .NET binary
            assert isinstance(result.is_dotnet, bool)
            assert result.is_dotnet is True  # Test file is .NET

    def test_extract_headers(self, pe_binary_path, mock_logger):
        """Test header extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result.dos_header is not None
            assert result.nt_header is not None
            assert result.file_header is not None
            assert result.optional_header is not None

    def test_extract_counts(self, pe_binary_path, mock_logger):
        """Test section/import/export counts."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert isinstance(result.number_of_sections, int)
            assert isinstance(result.number_of_imports, int)
            assert isinstance(result.number_of_exports, int)
            assert isinstance(result.number_of_resources, int)

    def test_extract_rich_header(self, pe_binary_path, mock_logger):
        """Test Rich header extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Rich header may or may not be present
            # If present, should be JSON string
            if result.rich_header_dump is not None:
                assert isinstance(result.rich_header_dump, str)

    def test_extract_version_info(self, pe_binary_path, mock_logger):
        """Test version info extraction."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEFeaturesExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # Version info may or may not be present
            if result.version_info is not None:
                assert isinstance(result.version_info, list)


# ============================================================================
# PEImportExtractor Tests
# ============================================================================

class TestPEImportExtractor:
    """Tests for PEImportExtractor class."""

    def test_extract_imports(self, pe_binary_path, mock_logger):
        """Test import extraction."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor
        from redb.models.dataclasses import PEImport

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None:
                assert isinstance(result, PEImport)
                assert isinstance(result.pe_imports_total, int)

    def test_extract_import_libraries(self, pe_binary_path, mock_logger):
        """Test import library extraction."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and result.pe_import_libraryName is not None:
                assert isinstance(result.pe_import_libraryName, list)

    def test_extract_import_functions(self, pe_binary_path, mock_logger):
        """Test import function extraction."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and result.pe_import_functions is not None:
                assert isinstance(result.pe_import_functions, list)

    def test_prepare_export_clickhouse(self, pe_binary_path, mock_logger):
        """Test ClickHouse export preparation."""
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEImportExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.prepare_export_data("ClickHouseExporter")

            if result is not None:
                data, column_names, column_type_names = result
                assert 'library_name' in column_names
                assert 'function_name' in column_names


# ============================================================================
# PESectionExtractor Tests
# ============================================================================

class TestPESectionExtractor:
    """Tests for PESectionExtractor class."""

    def test_extract_sections(self, pe_binary_path, mock_logger):
        """Test section extraction."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor
        from redb.models.dataclasses import PESection

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            assert result is not None
            assert isinstance(result, list)
            assert len(result) > 0
            assert isinstance(result[0], PESection)

    def test_section_properties(self, pe_binary_path, mock_logger):
        """Test section property extraction."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and len(result) > 0:
                section = result[0]
                assert section.section_name is not None
                assert section.section_entropy >= 0
                assert section.section_sha256 is not None
                assert section.section_md5 is not None
                assert section.section_size >= 0

    def test_section_entropy_range(self, pe_binary_path, mock_logger):
        """Test that section entropy is in valid range."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None:
                for section in result:
                    assert 0 <= section.section_entropy <= 8

    def test_prepare_export_clickhouse(self, pe_binary_path, mock_logger):
        """Test ClickHouse export preparation."""
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESectionExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.prepare_export_data("ClickHouseExporter")

            if result is not None:
                data, column_names, column_type_names = result
                assert 'section_name' in column_names
                assert 'section_entropy' in column_names
                assert 'section_sha256' in column_names


# ============================================================================
# PEResourceExtractor Tests
# ============================================================================

class TestPEResourceExtractor:
    """Tests for PEResourceExtractor class."""

    def test_extract_resources(self, pe_binary_path, mock_logger):
        """Test resource extraction."""
        from redb.extractors.pe_extractors.pe_resources import PEResourceExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEResourceExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May be None if no resources
            if result is not None:
                assert isinstance(result, list)

    def test_resource_properties(self, pe_binary_path, mock_logger):
        """Test resource property extraction."""
        from redb.extractors.pe_extractors.pe_resources import PEResourceExtractor
        from redb.models.dataclasses import PEResource

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEResourceExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            if result is not None and len(result) > 0:
                resource = result[0]
                assert isinstance(resource, PEResource)
                assert resource.resource_type is not None


# ============================================================================
# PEOverlayExtractor Tests
# ============================================================================

class TestPEOverlayExtractor:
    """Tests for PEOverlayExtractor class."""

    def test_extract_overlay(self, pe_binary_path, mock_logger):
        """Test overlay extraction."""
        from redb.extractors.pe_extractors.pe_overlay import PEOverlayExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEOverlayExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May be None if no overlay
            # If present, should have overlay properties
            if result is not None:
                assert hasattr(result, 'overlay_size')

    def test_has_overlay_check(self, pe_binary_path, mock_logger):
        """Test overlay detection."""
        from redb.extractors.pe_extractors.pe_overlay import PEOverlayExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEOverlayExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            has_overlay = extractor._has_overlay()
            assert isinstance(has_overlay, bool)


# ============================================================================
# PESignatureExtractor Tests
# ============================================================================

class TestPESignatureExtractor:
    """Tests for PESignatureExtractor class."""

    def test_extract_signature(self, pe_binary_path, mock_logger):
        """Test signature extraction."""
        from redb.extractors.pe_extractors.pe_signature import PESignatureExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESignatureExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May be None if not signed
            # Result type depends on implementation

    def test_is_signed_check(self, pe_binary_path, mock_logger):
        """Test signature detection."""
        from redb.extractors.pe_extractors.pe_signature import PESignatureExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PESignatureExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            is_signed = extractor._is_signed()
            assert isinstance(is_signed, bool)


# ============================================================================
# PEDotNetExtractor Tests
# ============================================================================

class TestPEDotNetExtractor:
    """Tests for PEDotNetExtractor class."""

    def test_extract_dotnet(self, pe_binary_path, mock_logger):
        """Test .NET metadata extraction."""
        from redb.extractors.pe_extractors.pe_dotnet import PEDotNetExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEDotNetExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # The test file is a .NET binary
            if extractor._check_dotnet():
                assert result is not None

    def test_check_dotnet(self, pe_binary_path, mock_logger):
        """Test .NET detection."""
        from redb.extractors.pe_extractors.pe_dotnet import PEDotNetExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEDotNetExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            is_dotnet = extractor._check_dotnet()
            assert isinstance(is_dotnet, bool)
            # Test file should be .NET
            assert is_dotnet is True


# ============================================================================
# PEInconsistencyTestsExtractor Tests
# ============================================================================

class TestPEInconsistencyTestsExtractor:
    """Tests for PEInconsistencyTestsExtractor class."""

    def test_extract_inconsistency_tests(self, pe_binary_path, mock_logger):
        """Test inconsistency tests extraction."""
        from redb.extractors.pe_extractors.pe_inconsistency_tests import PEInconstistencyTestsExtractor as PEInconsistencyTestsExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEInconsistencyTestsExtractor(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # extract() returns True if tests were performed, False otherwise
            # The actual test results are stored in extractor.pe_inconsistency_tests
            # and extractor.dotnet_inconsistency_tests
            assert result in (True, False)

            if result:
                # Check that test results were stored
                assert extractor.pe_inconsistency_tests is not None or extractor.dotnet_inconsistency_tests is not None


# ============================================================================
# PEExtraFindings Tests
# ============================================================================

class TestPEExtraFindings:
    """Tests for PEExtraFindings class."""

    def test_extract_extra_findings(self, pe_binary_path, mock_logger):
        """Test extra findings extraction."""
        from redb.extractors.pe_extractors.pe_extra_findings import PEExtraFindings

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            extractor = PEExtraFindings(pe_binary_path, mock_logger)

            if extractor.pe is None:
                pytest.skip("PE parsing failed")

            result = extractor.extract()

            # May return None or list of findings
            if result is not None:
                assert isinstance(result, list)


# ============================================================================
# Integration Tests
# ============================================================================

class TestPEExtractorIntegration:
    """Integration tests for PE extractors."""

    def test_all_extractors_same_pe_object(self, pe_binary_path, mock_logger, pe_object):
        """Test that extractors can share the same PE object."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor
        from redb.extractors.pe_extractors.pe_sections import PESectionExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            # Create extractors sharing the same PE object
            features_ext = PEFeaturesExtractor(pe_binary_path, mock_logger, pe=pe_object)
            imports_ext = PEImportExtractor(pe_binary_path, mock_logger, pe=pe_object)
            sections_ext = PESectionExtractor(pe_binary_path, mock_logger, pe=pe_object)

            # All should use the same PE object
            assert features_ext.pe is pe_object
            assert imports_ext.pe is pe_object
            assert sections_ext.pe is pe_object

            # All should extract successfully
            features_result = features_ext.extract()
            imports_result = imports_ext.extract()
            sections_result = sections_ext.extract()

            assert features_result is not None
            # imports and sections may be None if not present

    def test_hash_consistency_across_extractors(self, pe_binary_path, mock_logger):
        """Test that hashes are consistent across all extractors."""
        from redb.extractors.pe_extractors.pe_features import PEFeaturesExtractor
        from redb.extractors.pe_extractors.pe_imports import PEImportExtractor

        with patch('redb.settings.ELASTIC_BINARIES_COLLECTION', 'test'):
            features_ext = PEFeaturesExtractor(pe_binary_path, mock_logger)
            imports_ext = PEImportExtractor(pe_binary_path, mock_logger)

            # Hashes should be the same
            assert features_ext.sha256 == imports_ext.sha256
            assert features_ext.md5 == imports_ext.md5
            assert features_ext.sha1 == imports_ext.sha1