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While Large Language Models (LLMs) can exhibit impressive proficiency in isolated, short-term tasks, they often fail to maintain coherent performance over longer time horizons.
Large language models understand and can be enhanced by emotional stimuli, 2023
Cheng Li, Jindong Wang, Yixuan Zhang, Kaijie Zhu, Wenxin Hou, Jianxun Lian, Fang Luo, Qiang Yang, and Xing Xie · 2023
Earlier work this paper cites.
Machines of Loving Grace: How AI Could Transform the World for the Better, 10 2024
Dario Amodei · 2024
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Large language models surpass human experts in predicting neuroscience results
Xiaoliang Luo, Akilles Rechardt, Guangzhi Sun, Kevin K. Nejad, Felipe Yáñez, Bati Yilmaz, Kangjoo Lee, Alexandra O. Cohen, Valentina Borghesani, Anton Pashkov, Daniele Marinazzo, Jonathan Nicholas, Alessandro Salatiello, Ilia Sucholutsky, Pasquale Minervini, Sepehr Razavi, Roberta Rocca, Elkhan Yusifov, Tereza Okalova, Nianlong Gu, Martin Ferianc, Mikail Khona, Kaustubh R. Patil, Pui-Shee Lee, Rui Mata, Nicholas E. Myers, Jennifer K. Bizley, Sebastian Musslick, Isil Poyraz Bilgin, Guiomar Niso, Justin M. Ales, Michael Gaebler, N. Apurva Ratan Murty, Leyla Loued-Khenissi, Anna Behler, Chloe M. Hall, Jessica Dafflon, Sherry Dongqi Bao, and Bradley C. Love · 2024
Earlier work this paper cites.
Reasoning, RLHF, & Plan for 2027 AGI
John Schulman · 2024
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RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts, 2024
Hjalmar Wijk, Tao Lin, Joel Becker, Sami Jawhar, Neev Parikh, Thomas Broadley, Lawrence Chan, Michael Chen, Josh Clymer, Jai Dhyani, Elena Ericheva, Katharyn Garcia, Brian Goodrich, Nikola Jurkovic, Megan Kinniment, Aron Lajko, Seraphina Nix, Lucas Sato, William Saunders, Maksym Taran, Ben West, and Elizabeth Barnes · 2024
Cited alongside, same era.
multiagent-inspect: Multi-agent system for AI evaluations in AISI’s inspect-ai framework, 2025
Andon Labs · 2025
Cited alongside, same era.
Inspect AI: Framework for Large Language Model Evaluations
UK AI Security Institute
Cited in the paper.
Data on Machine Learning Hardware, 2024
Epoch AI · 2025
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Codeelo: Benchmarking competition-level code generation of llms with human-comparable elo ratings, 2025
Shanghaoran Quan, Jiaxi Yang, Bowen Yu, Bo Zheng, Dayiheng Liu, An Yang, Xuancheng Ren, Bofei Gao, Yibo Miao, Yunlong Feng, Zekun Wang, Jian Yang, Zeyu Cui, Yang Fan, Yichang Zhang, Binyuan Hui, and Junyang Lin · 2025
Closest in time.
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