Fetching the paper…
Reading the bibliography…
To enhance large language models (LLMs) for chemistry problem solving, several LLM-based agents augmented with tools have been proposed, such as ChemCrow and Coscientist.
Mario Krenn, Florian Häse, A Nigam, Pascal Friederich, and Alán Aspuru-Guzik. 2019 · 1905
Earlier work this paper cites.
Smiles, a chemical language and information system. 1. introduction to methodology and encoding rules
David Weininger. 1988 · 1988
Earlier work this paper cites.
Pubchem 2019 update: improved access to chemical data
Sunghwan Kim, Jie Chen, Tiejun Cheng, Asta Gindulyte, Jia He, Siqian He, Qingliang Li, Benjamin A Shoemaker, Paul A Thiessen, Bo Yu, et al. 2019 · 2019
Earlier work this paper cites.
Molecular transformer: a model for uncertainty-calibrated chemical reaction prediction
Philippe Schwaller, Teodoro Laino, Théophile Gaudin, Peter Bolgar, Christopher A Hunter, Costas Bekas, and Alpha A Lee. 2019 · 2019
Earlier work this paper cites.
An overview of drug discovery and development
Nurken Berdigaliyev and Mohamad Aljofan. 2020 · 2020
Earlier work this paper cites.
Measuring massive multitask language understanding
Dan Hendrycks, Collin Burns, Steven Basart, Andy Zou, Mantas Mazeika, Dawn Song, and Jacob Steinhardt. 2021 · 2021
Earlier work this paper cites.
Stout: Smiles to iupac names using neural machine translation
Kohulan Rajan, Achim Zielesny, and Christoph Steinbeck. 2021 · 2021
Earlier work this paper cites.
Translation between molecules and natural language
Carl Edwards, Tuan Lai, Kevin Ros, Garrett Honke, Kyunghyun Cho, and Heng Ji. 2022 · 2022
Earlier work this paper cites.
Iteratively prompt pre-trained language models for chain of thought
Boshi Wang, Xiang Deng, and Huan Sun. 2022 · 2022
Earlier work this paper cites.
Chain-of-thought prompting elicits reasoning in large language models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Fei Xia, Ed Chi, Quoc V Le, Denny Zhou, et al. 2022 · 2022
Earlier work this paper cites.
Autonomous chemical research with large language models
Daniil A Boiko, Robert MacKnight, Ben Kline, and Gabe Gomes. 2023 · 2023
Earlier work this paper cites.
Reconcile: Round-table conference improves reasoning via consensus among diverse llms
Justin Chih-Yao Chen, Swarnadeep Saha, and Mohit Bansal. 2023 · 2023
Earlier work this paper cites.
Ai and the transformation of social science research
Igor Grossmann, Matthew Feinberg, Dawn C Parker, Nicholas A Christakis, Philip E Tetlock, and William A Cunningham. 2023 · 2023
Earlier work this paper cites.
What can large language models do in chemistry? a comprehensive benchmark on eight tasks
Taicheng Guo, Kehan Guo, Bozhao Nan, Zhenwen Liang, Zhichun Guo, Nitesh V Chawla, Olaf Wiest, and Xiangliang Zhang. 2023 · 2023
Earlier work this paper cites.
Albert Q Jiang, Alexandre Sablayrolles, Arthur Mensch, Chris Bamford, Devendra Singh Chaplot, Diego de las Casas, Florian Bressand, Gianna Lengyel, Guillaume Lample, Lucile Saulnier, et al. 2023 · 2023
Earlier work this paper cites.
Chatmof: An autonomous ai system for predicting and generating metal-organic frameworks
Yeonghun Kang and Jihan Kim. 2023 · 2023
Earlier work this paper cites.
Bioplanner: automatic evaluation of llms on protocol planning in biology
Odhran O’Donoghue, Aleksandar Shtedritski, John Ginger, Ralph Abboud, Ali Essa Ghareeb, Justin Booth, and Samuel G Rodriques. 2023 · 2023
Cited alongside, same era.
OpenAI. 2023 · 2023
Cited alongside, same era.
Structured chemistry reasoning with large language models
Siru Ouyang, Zhuosheng Zhang, Bing Yan, Xuan Liu, Jiawei Han, and Lianhui Qin. 2023 · 2023
Cited alongside, same era.
Gpqa: A graduate-level google-proof q&a benchmark
David Rein, Betty Li Hou, Asa Cooper Stickland, Jackson Petty, Richard Yuanzhe Pang, Julien Dirani, Julian Michael, and Samuel R Bowman. 2023 · 2023
Cited alongside, same era.
Toolformer: Language models can teach themselves to use tools
Hello, gpt-4o
OpenAI. 2024 · 2024
Closest in time.
Autoact: Automatic agent learning from scratch via self-planning
Shuofei Qiao, Ningyu Zhang, Runnan Fang, Yujie Luo, Wangchunshu Zhou, Yuchen Eleanor Jiang, chengfei lv, and Huajun Chen. 2024 · 2024
Closest in time.
Tool learning with large language models: A survey
Changle Qu, Sunhao Dai, Xiaochi Wei, Hengyi Cai, Shuaiqiang Wang, Dawei Yin, Jun Xu, and Ji-Rong Wen. 2024 · 2024
Closest in time.
A review of large language models and autonomous agents in chemistry
Mayk Caldas Ramos, Christopher J Collison, and Andrew D White. 2024 · 2024
Closest in time.
Rdkit: Open-source cheminformatics
RDKit. 2023 · 2024
Closest in time.
Accelerated end-to-end chemical synthesis development with large language models
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Timo Schick, Jane Dwivedi-Yu, Roberto Dessi, Roberta Raileanu, Maria Lomeli, Eric Hambro, Luke Zettlemoyer, Nicola Cancedda, and Thomas Scialom. 2023 · 2023
Cited alongside, same era.
Large language models can be easily distracted by irrelevant context
Freda Shi, Xinyun Chen, Kanishka Misra, Nathan Scales, David Dohan, Ed H Chi, Nathanael Schärli, and Denny Zhou. 2023 · 2023
Cited alongside, same era.
React: Synergizing reasoning and acting in language models
Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik R Narasimhan, and Yuan Cao. 2023 · 2023
Cited alongside, same era.
Introducing claude 3.5 sonnet
Anthropic. 2024 · 2024
Cited alongside, same era.
Calms: Context-aware language model for science
MATTHEW CHERUKARA, ALKATERINI VRIZA, HENRY CHAN, TAO ZHOU, VARUNI KATTI SASTRY, and MICHAEL PRINCE. 2024 · 2024
Cited alongside, same era.
Aryo Pradipta Gema, Joshua Ong Jun Leang, Giwon Hong, Alessio Devoto, Alberto Carlo Maria Mancino, Rohit Saxena, Xuanli He, Yu Zhao, Xiaotang Du, Mohammad Reza Ghasemi Madani, et al. 2024 · 2024
Cited alongside, same era.
Protagents: protein discovery via large language model multi-agent collaborations combining physics and machine learning
Alireza Ghafarollahi and Markus J Buehler. 2024 · 2024
Cited alongside, same era.
Crispr-gpt: An llm agent for automated design of gene-editing experiments
Kaixuan Huang, Yuanhao Qu, Henry Cousins, William A Johnson, Di Yin, Mihir Shah, Denny Zhou, Russ Altman, Mengdi Wang, and Le Cong. 2024 · 2024
Cited alongside, same era.
Yixiang Ruan, Chenyin Lu, Ning Xu, Jian Zhang, Jun Xuan, Jianzhang Pan, Qun Fang, Hanyu Gao, Xiaodong Shen, Ning Ye, et al. 2024 · 2024
Closest in time.
Cognitive architectures for language agents
Theodore Sumers, Shunyu Yao, Karthik Narasimhan, and Thomas Griffiths. 2024 · 2024
Closest in time.
On the brittle foundations of react prompting for agentic large language models
Mudit Verma, Siddhant Bhambri, and Subbarao Kambhampati. 2024 · 2024
Closest in time.
Adaptive chameleon or stubborn sloth: Revealing the behavior of large language models in knowledge conflicts
Jian Xie, Kai Zhang, Jiangjie Chen, Renze Lou, and Yu Su. 2024 · 2024
Closest in time.
An Yang, Baosong Yang, Binyuan Hui, Bo Zheng, Bowen Yu, Chang Zhou, Chengpeng Li, Chengyuan Li, Dayiheng Liu, Fei Huang, et al. 2024 · 2024
Closest in time.
LlaSMol: Advancing large language models for chemistry with a large-scale, comprehensive, high-quality instruction tuning dataset
Botao Yu, Frazier N. Baker, Ziqi Chen, Xia Ning, and Huan Sun. 2024 · 2024
Closest in time.
EASYTOOL: Enhancing LLM-based agents with concise tool instruction
Siyu Yuan, Kaitao Song, Jiangjie Chen, Xu Tan, Yongliang Shen, Kan Ren, Dongsheng Li, and Deqing Yang. 2024 · 2024
Closest in time.
Mmmu: A massive multi-discipline multimodal understanding and reasoning benchmark for expert agi
Xiang Yue, Yuansheng Ni, Kai Zhang, Tianyu Zheng, Ruoqi Liu, Ge Zhang, Samuel Stevens, Dongfu Jiang, Weiming Ren, Yuxuan Sun, et al. 2024 · 2024
Closest in time.
Uni-mol: A universal 3d molecular representation learning framework
Gengmo Zhou, Zhifeng Gao, Qiankun Ding, Hang Zheng, Hongteng Xu, Zhewei Wei, Linfeng Zhang, and Guolin Ke. 2023 · 2024
Closest in time.
Chemagent: Self-updating library in large language models improves chemical reasoning
Xiangru Tang, Tianyu Hu, Muyang Ye, Yanjun Shao, Xunjian Yin, Siru Ouyang, Wangchunshu Zhou, Pan Lu, Zhuosheng Zhang, Yilun Zhao, et al. 2025 · 2025
Closest in time.