COLM 2025 Workshop LM4Sci Submissions

Uncalibrated Reasoning: GRPO Induces Overconfident Uncertainty Predictions
Michael Bereket, Jure Leskovec
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Agentic Superoptimization of Scientific Analysis Workflows
Xuefei Wang, Jonathan Chen, Alexander R. Farhang, Sophia Stiles, Kai A. Horstmann, Atharva Sehgal, Jonathan Light, David Van Valen, Yisong Yue, Jennifer J. Sun
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Information Extraction from Diverse Charts In Materials Science
Defne Circi, Miles Bradley, Sam Blouir, Boris Wilthan, Antonios Anastasopoulos, Amarda Shehu, L. Catherine, Bhuwan Dhingra
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Cross-Modal Adaptation of Decoder-only Models to Partial Differential Equation Data
Paloma García de Herreros García, Philipp Slusallek, Dietrich Klakow, Vagrant Gautam
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Evaluating and Improving LitLLMs with Deep Research
Gaurav Sahu, Shubham Agarwal, Abhay Puri, Issam H. Laradji, Krishnamurthy Dj Dvijotham, Jason Stanley, Laurent Charlin, Christopher Pal
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Fine-tuning Vision-Language Models for Animal Behavior Analysis
Sepideh Mamooler, Haozhe Qi, Valentin Gabeff, Syrielle Montariol, Antoine Bosselut, Alexander Mathis
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
An LLM-driven framework for cosmological model-building and exploration
Nayantara Mudur, Carolina Cuesta-Lazaro, Michael W. Toomey, Douglas Finkbeiner
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Causal AI Assistant: Facilitating Causal Data Science with Large Language Models
Sawal Acharya, Vishal Verma, Samuel Simko, Anahita Haghighat, Devansh Bhardwaj, Dominik Janzing, Mrinmaya Sachan, Bernhard Schölkopf, Zhijing Jin
- Published: 31 Jul 2025, Last Modified: 06 Aug 2025
- LM4Sci
- Readers: Everyone
The Ramon Llull's Thinking Machine for Automated Ideation
Xinran Zhao, Boyuan Zheng, Chenglei Si, Haofei Yu, Ken Liu, Runlong Zhou, Ruochen Li, Tong Chen, Xiang Li, Yiming Zhang, Tongshuang Wu
- Published: 31 Jul 2025, Last Modified: 12 Aug 2025
- LM4Sci
- Readers: Everyone
Solving Inequality Proofs with Large Language Models
Jiayi Sheng, Luna Lyu, Jikai Jin, Tony Xia, Alex Gu, James Zou, Pan Lu
- Published: 31 Jul 2025, Last Modified: 02 Aug 2025
- LM4Sci
- Readers: Everyone
InertialTransformer: Early Explorations and Insights into Transformer-based Geometric Representation
Haorui Li, weitao Du, Hongyu Guo, Shengchao Liu
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
From Street Views to Urban Science: Discovering Road Safety Factors with Multimodal Large Language Models
Yihong Tang, Ao Qu, Xujing Yu, Weipeng Deng, Jun Ma, Jinhua Zhao, Lijun Sun
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Protein2Text: Providing Rich Descriptions from Protein Sequences
Edo Dotan, Iris Lyubman, Marcelo Ehrlich, Eran Bacharach, Tal Pupko, Yonatan Belinkov
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
Data Heterogeneity Limits the Scaling Effect of Pretraining in Neural Data Transformers
Linxing Preston Jiang, Shirui Chen, Emmanuel Tanumihardja, Xiaochuang Han, Weijia Shi, Eric Todd SheaBrown, Rajesh P. N. Rao
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists
Yifei Li, Hanane Nour Moussa, Ziru Chen, Shijie Chen, Botao Yu, Mingyi Xue, Benjamin Burns, Tzu-Yao Chiu, Vishal Dey, Zitong Lu, Chen Wei, Qianheng Zhang, Tianyu Zhang, Song Gao, Xuhui Huang, Xia Ning, Nesreen K. Ahmed, Ali Payani, Huan Sun
- Published: 31 Jul 2025, Last Modified: 13 Aug 2025
- LM4Sci
- Readers: Everyone
Are Large Language Models Reliable AI Scientists? Assessing Reverse-Engineering of Black-Box Systems
Jiayi Geng, Howard Chen, Dilip Arumugam, Thomas L. Griffiths
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone
DiffAntiSeq: A Controllable Diffusion Model for Efficient Antibody Library Design
Fang Wu
- Published: 31 Jul 2025, Last Modified: 31 Jul 2025
- LM4Sci
- Readers: Everyone