Chem4DLLM: 4D Multimodal LLMs for Chemical Dynamics Understanding

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References (47)

[1]
Towards agentic science for advancing scientific discovery
2025Hongliang Xin, John R. Kitchin et al.
[2]
Separation of powers: On segregating knowledge from observation in LLM-enabled knowledge-based visual question answering
2025Zhen Yang, Zhuo Tao et al.
[3]
Efficiently Selecting Response Generation Strategies for Synthetic Data Construction by Self-Aligned Perplexity
2025Xuan Ren, Qi Chen et al.
[4]
Weak-eval-Strong: Evaluating and Eliciting Lateral Thinking of LLMs with Situation Puzzles
2024Qi Chen, Bowen Zhang et al.
[5]
ChemVLM: Exploring the Power of Multimodal Large Language Models in Chemistry Area
2024Junxian Li, Di Zhang et al.
[6]
UniMoT: Unified Molecule-Text Language Model with Discrete Token Representation
2024Juzheng Zhang, Yatao Bian et al.
[7]
MolX: Enhancing Large Language Models for Molecular Understanding With A Multi-Modal Extension
2024Khiem Le, Zhichun Guo et al.
[8]
BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning
2024Qizhi Pei, Lijun Wu et al.
[9]
LlaSMol: Advancing Large Language Models for Chemistry with a Large-Scale, Comprehensive, High-Quality Instruction Tuning Dataset
2024Botao Yu, Frazier N. Baker et al.
[10]
Fine-Tuned Language Models Generate Stable Inorganic Materials as Text
2024Nate Gruver, Anuroop Sriram et al.
[11]
Towards 3D Molecule-Text Interpretation in Language Models
2024Sihang Li, Zhiyuan Liu et al.
[12]
The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4
2023M. AI4Science, Microsoft Quantum
[13]
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter
2023Zhiyuan Liu, Sihang Li et al.
[14]
BioT5: Enriching Cross-modal Integration in Biology with Chemical Knowledge and Natural Language Associations
2023Qizhi Pei, Wei Zhang et al.
[15]
Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models
2023Yin Fang, Xiaozhuan Liang et al.
[16]
Comprehensive exploration of graphically defined reaction spaces
2023Qiyuan Zhao, Sai Mahit Vaddadi et al.
[17]
GPT-4 Technical Report
2023OpenAI Josh Achiam, Steven Adler et al.
[18]
Unifying Molecular and Textual Representations via Multi-task Language Modelling
2023Dimitrios Christofidellis, Giorgio Giannone et al.
[19]
Multi-modal molecule structure–text model for text-based retrieval and editing
2022Shengchao Liu, Weili Nie et al.
[20]
Transition1x - a dataset for building generalizable reactive machine learning potentials
2022M. Schreiner, Arghya Bhowmik et al.

Showing 20 of 47 references

Founder's Pitch

"Chem4DLLM enables dynamic chemical understanding by translating 4D molecular trajectories into natural-language explanations."

Chemical AIScore: 5View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

1/4 signals

2.5

Series A Potential

0/4 signals

0

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