ACL 2024 Workshop Language and Molecules Submissions

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, Huan Sun
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Lang2Mol-Diff: A Diffusion-Based Generative Model for Language-to-Molecule Translation Leveraging SELFIES Representation
Nguyen Doan Hieu Nguyen, Nhat Truong Pham, Duong Thanh Tran, Balachandran Manavalan
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Repurformer: Transformers for Repurposing-Aware Molecule Generation
Changhun Lee, Gyumin Lee
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Oral
- Readers: Everyone
DNA Language Model and Interpretable Graph Neural Network Identify Genes and Pathways Involved in Rare Diseases
Ali Saadat, Jacques Fellay
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Mol2Lang-VLM: Vision- and Text-Guided Generative Pre-trained Language Models for Advancing Molecule Captioning through Multimodal Fusion
Duong Thanh Tran, Nhat Truong Pham, Nguyen Doan Hieu Nguyen, Balachandran Manavalan
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Knowlab's Submission to L+M Shared Task: All you need is continued pretraining of \\chemistry texts even for molecule captioning
Yunsoo Kim, Honghan Wu
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Extracting Materials Science Data from Scientific Tables
Defne Circi, Ghazal Khalighinejad, Anlan Chen, Bhuwan Dhingra, L. Brinson
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
NLPeople at \textit{L+M-24} Shared Task: An Ensembled Approach for Molecule Captioning from SMILES
Shinnosuke Tanaka, Carol Mak, Flaviu Cipcigan, James Barry, Mohab Elkaref, Movina Moses, Vishnudev Kuruvanthodi, Geeth De Mel
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Molecule Language Model with Augmented Pairs and Expertise Transfer
Namkyeong Lee, Siddhartha Laghuvarapu, Chanyoung Park, Jimeng Sun
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Knowledge Graph Extraction from Total Synthesis Documents
Andres M Bran, Zlatko Jončev, Philippe Schwaller
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
SciMind: A Multimodal Mixture-of-Experts Model for Advancing Pharmaceutical Sciences
Zhaoping Xiong, Xintao Fang, Haotian CHU, Xiaozhe Wan, Liwei Liu, Yameng Li, Wenkai Xiang, Mingyue Zheng
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Oral
- Readers: Everyone
GLaD: Synergizing Molecular Graphs and Language Descriptors for Enhanced Power Conversion Efficiency Prediction in Organic Photovoltaic Devices
Thao Nguyen, Tiara Torres-Flores, Changhyun Hwang, Carl Edwards, Ying Diao, Heng Ji
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
ChatMol Copilot: An Agent for Molecular Modeling and Computation Powered by LLMs
Jinyuan Sun, Auston Li, Yifan Deng, Jiabo Li
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Oral
- Readers: Everyone
Enhanced BioT5+ for Molecule-Text Translation: A Three-Stage Approach with Data Distillation, Diverse Training, and Voting Ensemble
Qizhi Pei, Lijun Wu, Kaiyuan Gao, Jinhua Zhu, Rui Yan
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Oral
- Readers: Everyone
Design Proteins Using Large Language Models: Enhancements and Comparative Analyses
Kamyar Zeinalipour, Neda Jamshidi, Monica Bianchini, Marco Maggini, Marco Gori
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Evaluating Extrapolation Ability of Large Language Model in Chemical Domain
Taehun Cha, Donghun Lee
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
ALMol: Aligned Language-Molecule Translation LLMs through Offline Preference Contrastive Optimisation
Dimitris Gkoumas
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone
Could Chemical Language Models benefit from Message Passing
Jiaqing Xie, Ziheng Chi
- Published: 06 Jul 2024, Last Modified: 28 Jul 2024
- Language and Molecules ACL 2024 Poster
- Readers: Everyone