LLM-SRBench: A New Benchmark for Scientific Equation Discovery with Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Shojaee, Parshin, Nguyen, Ngoc-Hieu, Meidani, Kazem, Farimani, Amir Barati, Doan, Khoa D, Reddy, Chandan K |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models
by: Shojaee, Parshin, et al.
Published: (2024)
by: Shojaee, Parshin, et al.
Published: (2024)
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training
by: Meidani, Kazem, et al.
Published: (2023)
by: Meidani, Kazem, et al.
Published: (2023)
Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges
by: Reddy, Chandan K, et al.
Published: (2024)
by: Reddy, Chandan K, et al.
Published: (2024)
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers
by: Abhyankar, Nikhil, et al.
Published: (2025)
by: Abhyankar, Nikhil, et al.
Published: (2025)
Why Do Reasoning Models Lose Coverage? The Role of Data and Forks in the Road
by: Nguyen, Ngoc-Hieu, et al.
Published: (2026)
by: Nguyen, Ngoc-Hieu, et al.
Published: (2026)
SURFACEBENCH: A Geometry-Aware Benchmark for Symbolic Surface Discovery
by: Kabra, Sanchit, et al.
Published: (2025)
by: Kabra, Sanchit, et al.
Published: (2025)
Material Database Agent: A Multimodal Agentic Framework for Scientific Literature Mining
by: Chandrasekhar, Achuth, et al.
Published: (2026)
by: Chandrasekhar, Achuth, et al.
Published: (2026)
Large Language Model Agent as a Mechanical Designer
by: Jadhav, Yayati, et al.
Published: (2024)
by: Jadhav, Yayati, et al.
Published: (2024)
LLM-3D Print: Large Language Models To Monitor and Control 3D Printing
by: Jadhav, Yayati, et al.
Published: (2024)
by: Jadhav, Yayati, et al.
Published: (2024)
Polymer-Agent: Large Language Model Agent for Polymer Design
by: Nigam, Vani, et al.
Published: (2026)
by: Nigam, Vani, et al.
Published: (2026)
NANOGPT: A Query-Driven Large Language Model Retrieval-Augmented Generation System for Nanotechnology Research
by: Chandrasekhar, Achuth, et al.
Published: (2025)
by: Chandrasekhar, Achuth, et al.
Published: (2025)
Automating MD simulations for Proteins using Large language Models: NAMD-Agent
by: Chandrasekhar, Achuth, et al.
Published: (2025)
by: Chandrasekhar, Achuth, et al.
Published: (2025)
Discovering Heuristics with Large Language Models (LLMs) for Mixed-Integer Programs: Single-Machine Scheduling
by: Çetinkaya, İbrahim Oğuz, et al.
Published: (2025)
by: Çetinkaya, İbrahim Oğuz, et al.
Published: (2025)
PolyJarvis: LLM Agent for Autonomous Polymer MD Simulations
by: Zhao, Alexander, et al.
Published: (2026)
by: Zhao, Alexander, et al.
Published: (2026)
Protein Structure-Function Relationship: A Kernel-PCA Approach for Reaction Coordinate Identification
by: Mollaei, Parisa, et al.
Published: (2025)
by: Mollaei, Parisa, et al.
Published: (2025)
Large Language Model Agent for Modular Task Execution in Drug Discovery
by: Ock, Janghoon, et al.
Published: (2025)
by: Ock, Janghoon, et al.
Published: (2025)
Recursive Language Models Meet Uncertainty: The Surprising Effectiveness of Self-Reflective Program Search for Long Context
by: Alizadeh, Keivan, et al.
Published: (2026)
by: Alizadeh, Keivan, et al.
Published: (2026)
AdditiveLLM: Large Language Models Predict Defects in Additive Manufacturing
by: Pak, Peter, et al.
Published: (2025)
by: Pak, Peter, et al.
Published: (2025)
LLM-Craft: Robotic Crafting of Elasto-Plastic Objects with Large Language Models
by: Bartsch, Alison, et al.
Published: (2024)
by: Bartsch, Alison, et al.
Published: (2024)
AdditiveLLM2: A Multi-modal Large Language Model for Additive Manufacturing
by: Pak, Peter, et al.
Published: (2026)
by: Pak, Peter, et al.
Published: (2026)
From Natural Language to Materials Discovery:The Materials Knowledge Navigation Agent
by: Zhuang, Genmao, et al.
Published: (2026)
by: Zhuang, Genmao, et al.
Published: (2026)
AMGPT: a Large Language Model for Contextual Querying in Additive Manufacturing
by: Chandrasekhar, Achuth, et al.
Published: (2024)
by: Chandrasekhar, Achuth, et al.
Published: (2024)
Adsorb-Agent: Autonomous Identification of Stable Adsorption Configurations via Large Language Model Agent
by: Ock, Janghoon, et al.
Published: (2024)
by: Ock, Janghoon, et al.
Published: (2024)
Discovery of Spatter Constitutive Models in Additive Manufacturing Using Machine Learning
by: Ajenifujah, Olabode T., et al.
Published: (2025)
by: Ajenifujah, Olabode T., et al.
Published: (2025)
PICL: Physics Informed Contrastive Learning for Partial Differential Equations
by: Lorsung, Cooper, et al.
Published: (2024)
by: Lorsung, Cooper, et al.
Published: (2024)
Multi-scale Time-stepping of Partial Differential Equations with Transformers
by: Hemmasian, AmirPouya, et al.
Published: (2023)
by: Hemmasian, AmirPouya, et al.
Published: (2023)
LLM Trainer: Automated Robotic Data Generation via Demonstration Augmentation using LLMs
by: George, Abraham, et al.
Published: (2025)
by: George, Abraham, et al.
Published: (2025)
Text to Band Gap: Pre-trained Language Models as Encoders for Semiconductor Band Gap Prediction
by: Yeh, Ying-Ting, et al.
Published: (2025)
by: Yeh, Ying-Ting, et al.
Published: (2025)
Federated Retrieval Augmented Generation for Multi-Product Question Answering
by: Shojaee, Parshin, et al.
Published: (2025)
by: Shojaee, Parshin, et al.
Published: (2025)
AbGPT: De Novo Antibody Design via Generative Language Modeling
by: Kuan, Desmond, et al.
Published: (2024)
by: Kuan, Desmond, et al.
Published: (2024)
LLM-Drone: Aerial Additive Manufacturing with Drones Planned Using Large Language Models
by: Raman, Akshay, et al.
Published: (2025)
by: Raman, Akshay, et al.
Published: (2025)
Supply Chain Network Extraction and Entity Classification Leveraging Large Language Models
by: Liu, Tong, et al.
Published: (2024)
by: Liu, Tong, et al.
Published: (2024)
PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers
by: Loc, Ngoc Phan Phuoc, et al.
Published: (2026)
by: Loc, Ngoc Phan Phuoc, et al.
Published: (2026)
The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity
by: Shojaee, Parshin, et al.
Published: (2025)
by: Shojaee, Parshin, et al.
Published: (2025)
Physics Informed Token Transformer for Solving Partial Differential Equations
by: Lorsung, Cooper, et al.
Published: (2023)
by: Lorsung, Cooper, et al.
Published: (2023)
BAPULM: Binding Affinity Prediction using Language Models
by: Meda, Radheesh Sharma, et al.
Published: (2024)
by: Meda, Radheesh Sharma, et al.
Published: (2024)
SRBench: A Comprehensive Benchmark for Sequential Recommendation with Large Language Models
by: Li, Jianhong, et al.
Published: (2026)
by: Li, Jianhong, et al.
Published: (2026)
ViLLM-Eval: A Comprehensive Evaluation Suite for Vietnamese Large Language Models
by: Nguyen, Trong-Hieu, et al.
Published: (2024)
by: Nguyen, Trong-Hieu, et al.
Published: (2024)
LinkD: AutoRegressive Diffusion Model for Mechanical Linkage Synthesis
by: Jadhav, Yayati, et al.
Published: (2026)
by: Jadhav, Yayati, et al.
Published: (2026)
FaultFormer: Pretraining Transformers for Adaptable Bearing Fault Classification
by: Zhou, Anthony, et al.
Published: (2023)
by: Zhou, Anthony, et al.
Published: (2023)
Similar Items
-
LLM-SR: Scientific Equation Discovery via Programming with Large Language Models
by: Shojaee, Parshin, et al.
Published: (2024) -
SNIP: Bridging Mathematical Symbolic and Numeric Realms with Unified Pre-training
by: Meidani, Kazem, et al.
Published: (2023) -
Towards Scientific Discovery with Generative AI: Progress, Opportunities, and Challenges
by: Reddy, Chandan K, et al.
Published: (2024) -
LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers
by: Abhyankar, Nikhil, et al.
Published: (2025) -
Why Do Reasoning Models Lose Coverage? The Role of Data and Forks in the Road
by: Nguyen, Ngoc-Hieu, et al.
Published: (2026)