Agents' Last Exam citation

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@misc{Sun2026Agents,
  title = {{Agents' Last Exam}},
  author = {Sun, Yiyou and Han, Xinyang and Zhang, Weichen and Pang, Yuanbo and Wang, Tianyu and Cao, Yuhan and Huang, Yixiao and Duroiu, Chris and Zhang, Haoyun and Lin, Jeffrey and Zhang, Weishu and Zeng, Tyler and Yan, Ying and Liu, Bo and Wen, Hanson and Xu, Mingyang and Liu, Xiaoyuan and Chen, Zimeng and Shi, Weiyan and Dsouza, Amanda and Chen, Vincent Sunn and Bryant, Patrick and Boettiger, Carl and Rangan, Yamini and Rothenberg, Bradley and Steinfeld, Kyle and Rao, Arvind and Schneider, Tapio and Yannakakis, Georgios and Zanna, Laure and Ozbay, Kaan and Sim, Ida and Zohdi, Tarek and Karniadakis, George Em and Gallant, Jack and Head-Gordon, Teresa and Li, Yushan and Deng, Wenxi and Sun, Tao and Wang, Huiqi and Wang, Zhun and Xu, Justin and Liu, Chris Yuhao and Cheng, Yafei and Hu, Rongwang and Bacho, Aras and Cao, Shengcao and Qin, Zengyi and Chen, Yixiong and Fan, Hengduan and Liu, Hao and Zeng, Lin and Bharadwaj, Shashank Muralidhar and Gong, Litian and Yang, Yingxuan and Song, Maojia and Wang, Ruheng and Zhang, Zongzheng and Bao, Honglin and Lu, Shuo and Tu, Jianhong and Wang, Zhonghua and Zhang, Zheng and Chen, Zijiao and Jiang, Yanqiong and Li, Zhendong and Lyu, Bohan and Ma, Chang and Xu, Peiran and Zhang, Benran and Gu, Shangding and Hua, Haoyue and Li, Haoyang and Liao, Wanzhe and Liu, Chengzhi and Peng, Junbo and Sun, Haoran and Xu, Zechen and Chen, Bo and Cheng, Jiayi and Jiang, Yi and Kuang, Keying and Li, Yuan and Pan, Youbang and Rao, Ziyan and Schubert, Alexander and Shen, Yifan and Siu, Vincent and Sun, Xiatao and Zhang, Kangqi and Zhang, Xiaopan and Zhu, Yuchen and Chandok, Ishaan Singh and Ding, Lei and Fan, Jingxuan and Glover, Andrew and Hu, Jiaming and Hu, Yiran and Huang, Wenbo and Jiang, Zixin and Jin, Haoran and Kim, Lukas and Liu, Ming and Liu, Yang and Rafiei, Alireza and Shen, Xuhuan and Sun, Kunyang and Sun, Sophia and Sun, Ting and Wang, Eric and Wang, Yixin and Xing, Hanwen and Xu, Sihan and Xu, Yuzheng and Xu, Zhongxing and Yan, Zhiling and Yuan, Boqin and Zhang, Ruiqi and Zhang, Yifan and Zhao, Zibo and {Liana}, {Liana and Antu, Santanu Bosu and Bai, Haoyue and Bosio, Carlo and Cavanagh, Joseph and Cavazos-Rehg, Patricia and Chen, Tianxing and Chen, Xuewen and Chen, Yipu and Zhu, Chenyu and Dai, Chen and De Castro, Stefano and Deng, Yunfu and Dhole, Kaustubh and Ding, Jiayuan and Du, Chenchen and Du, Zhehang and Fan, Hao and Fan, Run-Ze and Fu, Hengyu and Gu, Shi and Gu, Yifan and Guo, Charlie and Huang, Baihe and Huang, Baixiang and Jaiswal, Rimika and Jiang, Zhihan and Jin, Ran and Kasson, Erin and Lan, Xin and Lee, Joseph and Lei, Deren and Li, Chenyu and Li, Daofeng and Li, Haitao and Li, Hongwei and Li, Jingyan and Li, Xiao and Li, Yi and Li, Yinsheng and Li, Yuangang and Li, Zhixu and Liang, Wenyu and Liao, Longtai and Lin, Kevin Qinghong and Liu, Andy Zeyi and Liu, Che and Liu, Jiaming and Liu, Kaiyuan and Liu, Xuan and Lu, Pan and Lv, Wenbo and Lyu, Yicheng and Mang, Qiuyang and Montgomery, Kyle and Nie, Yuzhou and Ning, Ruoxi and Overwiening, Jorin and Pan, Xu and Paraboschi, Layna and Park, Core Francisco and Purnomo, Justin and Rajwal, Swati and Rankin, Scott and Ren, Bixuan and Rong, Yiren and Shang, HaoYang and Shaw, Ventus and Shen, Fiona and Shen, Jiawei and Shi, Minqi and Qiu, Shi and Yao, Huaxiu and Shi, Tianneng and So, Jonah and Susoy, Vladislav and Szlyk, Hannah and Wang, Haocheng and Wang, Jialu and Wang, Wei and Wang, Xinyu and Wang, Zehao and Wong, Dowling and Wu, Angela and Wu, Dehao and Wu, Fangyu and Wu, Mengyuan "Millie" and Wu, Yu and Wu, Yuchen and Wu, Yuhao and Wuwu, Qingpo and Xiao, Weihang and Xiong, Yongyi and Xu, Fan and Xu, Ruiling and Yan, Mingxuan and Yang, Benjamin and Yang, Jirong and Yang, Sen and Yang, Xiaoli and Yang, Yushi and Ye, Haoran and Yu, Xiaohu and Yu, Zhengming and Zhang, Chenlong and Zhang, Chi1 and Zhang, Hanning and Zhang, Hanwen and Zhang, Junge and Zhang, Kunpeng and Zhang, Song and Zhang, Wenjin and Zhang, Wenshuo and Zhang, Ying and Zhang, Yizhi and Zhao, Brian and Zhao, Qijian and Zhao, Yimin and Zheng, Yuhaohua and Zhou, Liwei and Zhou, Tianyue and Zhu, Sichen and Zhu, Siqi and Zhu, Yan and Zhu, Yishu and Zuo, Jierui and Cai, Chonghao and Casademunt, Helena and Chen, Wenjia and Cheng, Cheng and Deng, Nawen and Fu, Rao and Fu, Tianfu and Han, Yifan and Ren, He and He, Zhenyu and Jin, Qiao and Li, Langlang and Li, Yuetai and Liu, Sylvia and Lu, Lu and Zhou, Luqing and Mukherjee, Subhabrata and Ouyang, Yunqi and Ren, Yin and Shi, Dawei and Wu, Haoran and Wu, Zhiyue and Yao, Hannah and Yi, Zhuoran and Yu, Jenny and Zhan, Rhea and Zhou, Hang and Zhu, Blake and Zhu, Junfan and Yuille, Alan and Liu, Yang and Poldrack, Russell Alan and Li, Jiachen and Li, Zhenglu and Tao, Molei and Huang, Jing and Shi, Wenqi and Spanos, Costas and Sun, Lichao and Wang, Chenguang and Xu, Orson and Dong, Zhen and Gomez, Hector and Caliskan, Aylin and Emami, Ali and Hu, Haimin and Li, Zhi and Liu, Lihui and Niu, Murphy and Shao, Yi and Sun, Jianxin and Tolonen, Mikko and Wang, Ting and Das, Sanjiv and Gao, Yanjun and Guo, Wenbo and Schneider, Erika J and Lu, Zhiyong and Ma, Yian and Mueller, Mark and Poovendran, Radha and Sojoudi, Somayeh and Zhu, Yinglun and Song, Dawn},
  year = {2026},
  publisher = {arXiv},
  numpages = {68},
  doi = {10.48550/arXiv.2606.05405},
}

Yiyou Sun, Xinyang Han, Weichen Zhang, Yuanbo Pang, Tianyu Wang, Yuhan Cao, Yixiao Huang, Chris Duroiu, Haoyun Zhang, Jeffrey Lin, Weishu Zhang, Tyler Zeng, Ying Yan, Bo Liu, Hanson Wen, Mingyang Xu, Xiaoyuan Liu, Zimeng Chen, Weiyan Shi, Amanda Dsouza, Vincent Sunn Chen, Patrick Bryant, Carl Boettiger, Yamini Rangan, Bradley Rothenberg, Kyle Steinfeld, Arvind Rao, Tapio Schneider, Georgios Yannakakis, Laure Zanna, Kaan Ozbay, Ida Sim, Tarek Zohdi, George Em Karniadakis, Jack Gallant, Teresa Head-Gordon, Yushan Li, Wenxi Deng, Tao Sun, Huiqi Wang, Zhun Wang, Justin Xu, Chris Yuhao Liu, Yafei Cheng, Rongwang Hu, Aras Bacho, Shengcao Cao, Zengyi Qin, Yixiong Chen, Hengduan Fan, Hao Liu, Lin Zeng, Shashank Muralidhar Bharadwaj, Litian Gong, Yingxuan Yang, Maojia Song, Ruheng Wang, Zongzheng Zhang, Honglin Bao, Shuo Lu, Jianhong Tu, Zhonghua Wang, Zheng Zhang, Zijiao Chen, Yanqiong Jiang, Zhendong Li, Bohan Lyu, Chang Ma, Peiran Xu, Benran Zhang, Shangding Gu, Haoyue Hua, Haoyang Li, Wanzhe Liao, Chengzhi Liu, Junbo Peng, Haoran Sun, Zechen Xu, Bo Chen, Jiayi Cheng, Yi Jiang, Keying Kuang, Yuan Li, Youbang Pan, Ziyan Rao, Alexander Schubert, Yifan Shen, Vincent Siu, Xiatao Sun, Kangqi Zhang, Xiaopan Zhang, Yuchen Zhu, Ishaan Singh Chandok, Lei Ding, Jingxuan Fan, Andrew Glover, Jiaming Hu, Yiran Hu, Wenbo Huang, Zixin Jiang, Haoran Jin, Lukas Kim, Ming Liu, Yang Liu, Alireza Rafiei, Xuhuan Shen, Kunyang Sun, Sophia Sun, Ting Sun, Eric Wang, Yixin Wang, Hanwen Xing, Sihan Xu, Yuzheng Xu, Zhongxing Xu, Zhiling Yan, Boqin Yuan, Ruiqi Zhang, Yifan Zhang, Zibo Zhao, {Liana {Liana}, Santanu Bosu Antu, Haoyue Bai, Carlo Bosio, Joseph Cavanagh, Patricia Cavazos-Rehg, Tianxing Chen, Xuewen Chen, Yipu Chen, Chenyu Zhu, Chen Dai, Stefano De Castro, Yunfu Deng, Kaustubh Dhole, Jiayuan Ding, Chenchen Du, Zhehang Du, Hao Fan, Run-Ze Fan, Hengyu Fu, Shi Gu, Yifan Gu, Charlie Guo, Baihe Huang, Baixiang Huang, Rimika Jaiswal, Zhihan Jiang, Ran Jin, Erin Kasson, Xin Lan, Joseph Lee, Deren Lei, Chenyu Li, Daofeng Li, Haitao Li, Hongwei Li, Jingyan Li, Xiao Li, Yi Li, Yinsheng Li, Yuangang Li, Zhixu Li, Wenyu Liang, Longtai Liao, Kevin Qinghong Lin, Andy Zeyi Liu, Che Liu, Jiaming Liu, Kaiyuan Liu, Xuan Liu, Pan Lu, Wenbo Lv, Yicheng Lyu, Qiuyang Mang, Kyle Montgomery, Yuzhou Nie, Ruoxi Ning, Jorin Overwiening, Xu Pan, Layna Paraboschi, Core Francisco Park, Justin Purnomo, Swati Rajwal, Scott Rankin, Bixuan Ren, Yiren Rong, HaoYang Shang, Ventus Shaw, Fiona Shen, Jiawei Shen, Minqi Shi, Shi Qiu, Huaxiu Yao, Tianneng Shi, Jonah So, Vladislav Susoy, Hannah Szlyk, Haocheng Wang, Jialu Wang, Wei Wang, Xinyu Wang, Zehao Wang, Dowling Wong, Angela Wu, Dehao Wu, Fangyu Wu, Mengyuan "Millie" Wu, Yu Wu, Yuchen Wu, Yuhao Wu, Qingpo Wuwu, Weihang Xiao, Yongyi Xiong, Fan Xu, Ruiling Xu, Mingxuan Yan, Benjamin Yang, Jirong Yang, Sen Yang, Xiaoli Yang, Yushi Yang, Haoran Ye, Xiaohu Yu, Zhengming Yu, Chenlong Zhang, Chi Zhang, Hanning Zhang, Hanwen Zhang, Junge Zhang, Kunpeng Zhang, Song Zhang, Wenjin Zhang, Wenshuo Zhang, Ying Zhang, Yizhi Zhang, Brian Zhao, Qijian Zhao, Yimin Zhao, Yuhaohua Zheng, Liwei Zhou, Tianyue Zhou, Sichen Zhu, Siqi Zhu, Yan Zhu, Yishu Zhu, Jierui Zuo, Chonghao Cai, Helena Casademunt, Wenjia Chen, Cheng Cheng, Nawen Deng, Rao Fu, Tianfu Fu, Yifan Han, He Ren, Zhenyu He, Qiao Jin, Langlang Li, Yuetai Li, Sylvia Liu, Lu Lu, Luqing Zhou, Subhabrata Mukherjee, Yunqi Ouyang, Yin Ren, Dawei Shi, Haoran Wu, Zhiyue Wu, Hannah Yao, Zhuoran Yi, Jenny Yu, Rhea Zhan, Hang Zhou, Blake Zhu, Junfan Zhu, Alan Yuille, Yang Liu, Russell Alan Poldrack, Jiachen Li, Zhenglu Li, Molei Tao, Jing Huang, Wenqi Shi, Costas Spanos, Lichao Sun, Chenguang Wang, Orson Xu, Zhen Dong, Hector Gomez, Aylin Caliskan, Ali Emami, Haimin Hu, Zhi Li, Lihui Liu, Murphy Niu, Yi Shao, Jianxin Sun, Mikko Tolonen, Ting Wang, Sanjiv Das, Yanjun Gao, Wenbo Guo, Erika J Schneider, Zhiyong Lu, Yian Ma, Mark Mueller, Radha Poovendran, Somayeh Sojoudi, Yinglun Zhu, and Dawn Song. 2026. Agents' Last Exam. arXiv, pp. 68. DOI: https://doi.org/10.48550/arXiv.2606.05405

Sun, Yiyou, Han, Xinyang, Zhang, Weichen, Pang, Yuanbo, Wang, Tianyu, Cao, Yuhan, Huang, Yixiao, Duroiu, Chris, Zhang, Haoyun, Lin, Jeffrey, Zhang, Weishu, Zeng, Tyler, Yan, Ying, Liu, Bo, Wen, Hanson, Xu, Mingyang, Liu, Xiaoyuan, Chen, Zimeng, Shi, Weiyan, Dsouza, Amanda, Chen, Vincent Sunn, Bryant, Patrick, Boettiger, Carl, Rangan, Yamini, Rothenberg, Bradley, Steinfeld, Kyle, Rao, Arvind, Schneider, Tapio, Yannakakis, Georgios, Zanna, Laure, Ozbay, Kaan, Sim, Ida, Zohdi, Tarek, Karniadakis, George Em, Gallant, Jack, Head-Gordon, Teresa, Li, Yushan, Deng, Wenxi, Sun, Tao, Wang, Huiqi, Wang, Zhun, Xu, Justin, Liu, Chris Yuhao, Cheng, Yafei, Hu, Rongwang, Bacho, Aras, Cao, Shengcao, Qin, Zengyi, Chen, Yixiong, Fan, Hengduan, Liu, Hao, Zeng, Lin, Bharadwaj, Shashank Muralidhar, Gong, Litian, Yang, Yingxuan, Song, Maojia, Wang, Ruheng, Zhang, Zongzheng, Bao, Honglin, Lu, Shuo, Tu, Jianhong, Wang, Zhonghua, Zhang, Zheng, Chen, Zijiao, Jiang, Yanqiong, Li, Zhendong, Lyu, Bohan, Ma, Chang, Xu, Peiran, Zhang, Benran, Gu, Shangding, Hua, Haoyue, Li, Haoyang, Liao, Wanzhe, Liu, Chengzhi, Peng, Junbo, Sun, Haoran, Xu, Zechen, Chen, Bo, Cheng, Jiayi, Jiang, Yi, Kuang, Keying, Li, Yuan, Pan, Youbang, Rao, Ziyan, Schubert, Alexander, Shen, Yifan, Siu, Vincent, Sun, Xiatao, Zhang, Kangqi, Zhang, Xiaopan, Zhu, Yuchen, Chandok, Ishaan Singh, Ding, Lei, Fan, Jingxuan, Glover, Andrew, Hu, Jiaming, Hu, Yiran, Huang, Wenbo, Jiang, Zixin, Jin, Haoran, Kim, Lukas, Liu, Ming, Liu, Yang, Rafiei, Alireza, Shen, Xuhuan, Sun, Kunyang, Sun, Sophia, Sun, Ting, Wang, Eric, Wang, Yixin, Xing, Hanwen, Xu, Sihan, Xu, Yuzheng, Xu, Zhongxing, Yan, Zhiling, Yuan, Boqin, Zhang, Ruiqi, Zhang, Yifan, Zhao, Zibo, {Liana}, {Liana, Antu, Santanu Bosu, Bai, Haoyue, Bosio, Carlo, Cavanagh, Joseph, Cavazos-Rehg, Patricia, Chen, Tianxing, Chen, Xuewen, Chen, Yipu, Zhu, Chenyu, Dai, Chen, De Castro, Stefano, Deng, Yunfu, Dhole, Kaustubh, Ding, Jiayuan, Du, Chenchen, Du, Zhehang, Fan, Hao, Fan, Run-Ze, Fu, Hengyu, Gu, Shi, Gu, Yifan, Guo, Charlie, Huang, Baihe, Huang, Baixiang, Jaiswal, Rimika, Jiang, Zhihan, Jin, Ran, Kasson, Erin, Lan, Xin, Lee, Joseph, Lei, Deren, Li, Chenyu, Li, Daofeng, Li, Haitao, Li, Hongwei, Li, Jingyan, Li, Xiao, Li, Yi, Li, Yinsheng, Li, Yuangang, Li, Zhixu, Liang, Wenyu, Liao, Longtai, Lin, Kevin Qinghong, Liu, Andy Zeyi, Liu, Che, Liu, Jiaming, Liu, Kaiyuan, Liu, Xuan, Lu, Pan, Lv, Wenbo, Lyu, Yicheng, Mang, Qiuyang, Montgomery, Kyle, Nie, Yuzhou, Ning, Ruoxi, Overwiening, Jorin, Pan, Xu, Paraboschi, Layna, Park, Core Francisco, Purnomo, Justin, Rajwal, Swati, Rankin, Scott, Ren, Bixuan, Rong, Yiren, Shang, HaoYang, Shaw, Ventus, Shen, Fiona, Shen, Jiawei, Shi, Minqi, Qiu, Shi, Yao, Huaxiu, Shi, Tianneng, So, Jonah, Susoy, Vladislav, Szlyk, Hannah, Wang, Haocheng, Wang, Jialu, Wang, Wei, Wang, Xinyu, Wang, Zehao, Wong, Dowling, Wu, Angela, Wu, Dehao, Wu, Fangyu, Wu, Mengyuan "Millie", Wu, Yu, Wu, Yuchen, Wu, Yuhao, Wuwu, Qingpo, Xiao, Weihang, Xiong, Yongyi, Xu, Fan, Xu, Ruiling, Yan, Mingxuan, Yang, Benjamin, Yang, Jirong, Yang, Sen, Yang, Xiaoli, Yang, Yushi, Ye, Haoran, Yu, Xiaohu, Yu, Zhengming, Zhang, Chenlong, Zhang, Chi, Zhang, Hanning, Zhang, Hanwen, Zhang, Junge, Zhang, Kunpeng, Zhang, Song, Zhang, Wenjin, Zhang, Wenshuo, Zhang, Ying, Zhang, Yizhi, Zhao, Brian, Zhao, Qijian, Zhao, Yimin, Zheng, Yuhaohua, Zhou, Liwei, Zhou, Tianyue, Zhu, Sichen, Zhu, Siqi, Zhu, Yan, Zhu, Yishu, Zuo, Jierui, Cai, Chonghao, Casademunt, Helena, Chen, Wenjia, Cheng, Cheng, Deng, Nawen, Fu, Rao, Fu, Tianfu, Han, Yifan, Ren, He, He, Zhenyu, Jin, Qiao, Li, Langlang, Li, Yuetai, Liu, Sylvia, Lu, Lu, Zhou, Luqing, Mukherjee, Subhabrata, Ouyang, Yunqi, Ren, Yin, Shi, Dawei, Wu, Haoran, Wu, Zhiyue, Yao, Hannah, Yi, Zhuoran, Yu, Jenny, Zhan, Rhea, Zhou, Hang, Zhu, Blake, Zhu, Junfan, Yuille, Alan, Liu, Yang, Poldrack, Russell Alan, Li, Jiachen, Li, Zhenglu, Tao, Molei, Huang, Jing, Shi, Wenqi, Spanos, Costas, Sun, Lichao, Wang, Chenguang, Xu, Orson, Dong, Zhen, Gomez, Hector, Caliskan, Aylin, Emami, Ali, Hu, Haimin, Li, Zhi, Liu, Lihui, Niu, Murphy, Shao, Yi, Sun, Jianxin, Tolonen, Mikko, Wang, Ting, Das, Sanjiv, Gao, Yanjun, Guo, Wenbo, Schneider, Erika J, Lu, Zhiyong, Ma, Yian, Mueller, Mark, Poovendran, Radha, Sojoudi, Somayeh, Zhu, Yinglun, and Song, Dawn. "Agents' Last Exam". arXiv, pp. 68. 2026.

Sun, Y., Han, X., Zhang, W., Pang, Y., Wang, T., Cao, Y., Huang, Y., Duroiu, C., Zhang, H., Lin, J., Zhang, W., Zeng, T., Yan, Y., Liu, B., Wen, H., Xu, M., Liu, X., Chen, Z., Shi, W., Dsouza, A., Chen, V., Bryant, P., Boettiger, C., Rangan, Y., Rothenberg, B., Steinfeld, K., Rao, A., Schneider, T., Yannakakis, G., Zanna, L., Ozbay, K., Sim, I., Zohdi, T., Karniadakis, G., Gallant, J., Head-Gordon, T., Li, Y., Deng, W., Sun, T., Wang, H., Wang, Z., Xu, J., Liu, C., Cheng, Y., Hu, R., Bacho, A., Cao, S., Qin, Z., Chen, Y., Fan, H., Liu, H., Zeng, L., Bharadwaj, S., Gong, L., Yang, Y., Song, M., Wang, R., Zhang, Z., Bao, H., Lu, S., Tu, J., Wang, Z., Zhang, Z., Chen, Z., Jiang, Y., Li, Z., Lyu, B., Ma, C., Xu, P., Zhang, B., Gu, S., Hua, H., Li, H., Liao, W., Liu, C., Peng, J., Sun, H., Xu, Z., Chen, B., Cheng, J., Jiang, Y., Kuang, K., Li, Y., Pan, Y., Rao, Z., Schubert, A., Shen, Y., Siu, V., Sun, X., Zhang, K., Zhang, X., Zhu, Y., Chandok, I., Ding, L., Fan, J., Glover, A., Hu, J., Hu, Y., Huang, W., Jiang, Z., Jin, H., Kim, L., Liu, M., Liu, Y., Rafiei, A., Shen, X., Sun, K., Sun, S., Sun, T., Wang, E., Wang, Y., Xing, H., Xu, S., Xu, Y., Xu, Z., Yan, Z., Yuan, B., Zhang, R., Zhang, Y., Zhao, Z., {Liana}, {., Antu, S., Bai, H., Bosio, C., Cavanagh, J., Cavazos-Rehg, P., Chen, T., Chen, X., Chen, Y., Zhu, C., Dai, C., De Castro, S., Deng, Y., Dhole, K., Ding, J., Du, C., Du, Z., Fan, H., Fan, R., Fu, H., Gu, S., Gu, Y., Guo, C., Huang, B., Huang, B., Jaiswal, R., Jiang, Z., Jin, R., Kasson, E., Lan, X., Lee, J., Lei, D., Li, C., Li, D., Li, H., Li, H., Li, J., Li, X., Li, Y., Li, Y., Li, Y., Li, Z., Liang, W., Liao, L., Lin, K., Liu, A., Liu, C., Liu, J., Liu, K., Liu, X., Lu, P., Lv, W., Lyu, Y., Mang, Q., Montgomery, K., Nie, Y., Ning, R., Overwiening, J., Pan, X., Paraboschi, L., Park, C., Purnomo, J., Rajwal, S., Rankin, S., Ren, B., Rong, Y., Shang, H., Shaw, V., Shen, F., Shen, J., Shi, M., Qiu, S., Yao, H., Shi, T., So, J., Susoy, V., Szlyk, H., Wang, H., Wang, J., Wang, W., Wang, X., Wang, Z., Wong, D., Wu, A., Wu, D., Wu, F., Wu, M., Wu, Y., Wu, Y., Wu, Y., Wuwu, Q., Xiao, W., Xiong, Y., Xu, F., Xu, R., Yan, M., Yang, B., Yang, J., Yang, S., Yang, X., Yang, Y., Ye, H., Yu, X., Yu, Z., Zhang, C., Zhang, C., Zhang, H., Zhang, H., Zhang, J., Zhang, K., Zhang, S., Zhang, W., Zhang, W., Zhang, Y., Zhang, Y., Zhao, B., Zhao, Q., Zhao, Y., Zheng, Y., Zhou, L., Zhou, T., Zhu, S., Zhu, S., Zhu, Y., Zhu, Y., Zuo, J., Cai, C., Casademunt, H., Chen, W., Cheng, C., Deng, N., Fu, R., Fu, T., Han, Y., Ren, H., He, Z., Jin, Q., Li, L., Li, Y., Liu, S., Lu, L., Zhou, L., Mukherjee, S., Ouyang, Y., Ren, Y., Shi, D., Wu, H., Wu, Z., Yao, H., Yi, Z., Yu, J., Zhan, R., Zhou, H., Zhu, B., Zhu, J., Yuille, A., Liu, Y., Poldrack, R., Li, J., Li, Z., Tao, M., Huang, J., Shi, W., Spanos, C., Sun, L., Wang, C., Xu, O., Dong, Z., Gomez, H., Caliskan, A., Emami, A., Hu, H., Li, Z., Liu, L., Niu, M., Shao, Y., Sun, J., Tolonen, M., Wang, T., Das, S., Gao, Y., Guo, W., Schneider, E., Lu, Z., Ma, Y., Mueller, M., Poovendran, R., Sojoudi, S., Zhu, Y., & Song, D. (2026). Agents' Last Exam. arXiv, pp. 68.

Sun Y, Han X, Zhang W, Pang Y, Wang T, Cao Y, Huang Y, Duroiu C, Zhang H, Lin J, Zhang W, Zeng T, Yan Y, Liu B, Wen H, Xu M, Liu X, Chen Z, Shi W, Dsouza A, Chen V, Bryant P, Boettiger C, Rangan Y, Rothenberg B, Steinfeld K, Rao A, Schneider T, Yannakakis G, Zanna L, Ozbay K, Sim I, Zohdi T, Karniadakis G, Gallant J, Head-Gordon T, Li Y, Deng W, Sun T, Wang H, Wang Z, Xu J, Liu C, Cheng Y, Hu R, Bacho A, Cao S, Qin Z, Chen Y, Fan H, Liu H, Zeng L, Bharadwaj S, Gong L, Yang Y, Song M, Wang R, Zhang Z, Bao H, Lu S, Tu J, Wang Z, Zhang Z, Chen Z, Jiang Y, Li Z, Lyu B, Ma C, Xu P, Zhang B, Gu S, Hua H, Li H, Liao W, Liu C, Peng J, Sun H, Xu Z, Chen B, Cheng J, Jiang Y, Kuang K, Li Y, Pan Y, Rao Z, Schubert A, Shen Y, Siu V, Sun X, Zhang K, Zhang X, Zhu Y, Chandok I, Ding L, Fan J, Glover A, Hu J, Hu Y, Huang W, Jiang Z, Jin H, Kim L, Liu M, Liu Y, Rafiei A, Shen X, Sun K, Sun S, Sun T, Wang E, Wang Y, Xing H, Xu S, Xu Y, Xu Z, Yan Z, Yuan B, Zhang R, Zhang Y, Zhao Z, {Liana} {, Antu S, Bai H, Bosio C, Cavanagh J, Cavazos-Rehg P, Chen T, Chen X, Chen Y, Zhu C, Dai C, De Castro S, Deng Y, Dhole K, Ding J, Du C, Du Z, Fan H, Fan R, Fu H, Gu S, Gu Y, Guo C, Huang B, Huang B, Jaiswal R, Jiang Z, Jin R, Kasson E, Lan X, Lee J, Lei D, Li C, Li D, Li H, Li H, Li J, Li X, Li Y, Li Y, Li Y, Li Z, Liang W, Liao L, Lin K, Liu A, Liu C, Liu J, Liu K, Liu X, Lu P, Lv W, Lyu Y, Mang Q, Montgomery K, Nie Y, Ning R, Overwiening J, Pan X, Paraboschi L, Park C, Purnomo J, Rajwal S, Rankin S, Ren B, Rong Y, Shang H, Shaw V, Shen F, Shen J, Shi M, Qiu S, Yao H, Shi T, So J, Susoy V, Szlyk H, Wang H, Wang J, Wang W, Wang X, Wang Z, Wong D, Wu A, Wu D, Wu F, Wu M, Wu Y, Wu Y, Wu Y, Wuwu Q, Xiao W, Xiong Y, Xu F, Xu R, Yan M, Yang B, Yang J, Yang S, Yang X, Yang Y, Ye H, Yu X, Yu Z, Zhang C, Zhang C, Zhang H, Zhang H, Zhang J, Zhang K, Zhang S, Zhang W, Zhang W, Zhang Y, Zhang Y, Zhao B, Zhao Q, Zhao Y, Zheng Y, Zhou L, Zhou T, Zhu S, Zhu S, Zhu Y, Zhu Y, Zuo J, Cai C, Casademunt H, Chen W, Cheng C, Deng N, Fu R, Fu T, Han Y, Ren H, He Z, Jin Q, Li L, Li Y, Liu S, Lu L, Zhou L, Mukherjee S, Ouyang Y, Ren Y, Shi D, Wu H, Wu Z, Yao H, Yi Z, Yu J, Zhan R, Zhou H, Zhu B, Zhu J, Yuille A, Liu Y, Poldrack R, Li J, Li Z, Tao M, Huang J, Shi W, Spanos C, Sun L, Wang C, Xu O, Dong Z, Gomez H, Caliskan A, Emami A, Hu H, Li Z, Liu L, Niu M, Shao Y, Sun J, Tolonen M, Wang T, Das S, Gao Y, Guo W, Schneider E, Lu Z, Ma Y, Mueller M, Poovendran R, Sojoudi S, Zhu Y, Song D. Agents' Last Exam.arXiv2026; pp. 68.