{"total":66,"rows":[{"id":"2404.16789","title":"Continual Learning of Large Language Models: A Comprehensive Survey","created":"2024-04-25","cited_by_count":234,"area":null},{"id":"2402.09391","title":"LlaSMol: Advancing Large Language Models for Chemistry with a Large-Scale, Comprehensive, High-Quality Instruction Tuning Dataset","created":"2024-02-14","cited_by_count":128,"area":null},{"id":"2406.10833","title":"A Comprehensive Survey of Scientific Large Language Models and Their Applications in Scientific Discovery","created":"2024-06-16","cited_by_count":96,"area":null},{"id":"2405.08011","title":"A Survey of Large Language Models for Graphs","created":"2024-05-10","cited_by_count":72,"area":null},{"id":"2406.10729","title":"A Comprehensive Survey of Foundation Models in Medicine","created":"2024-06-15","cited_by_count":56,"area":null},{"id":"2402.17810","title":"BioT5+: Towards Generalized Biological Understanding with IUPAC Integration and Multi-task Tuning","created":"2024-02-27","cited_by_count":54,"area":null},{"id":"2401.14818","title":"Developing ChemDFM as a large language foundation model for chemistry","created":"2024-01-26","cited_by_count":52,"area":null},{"id":"2404.14928","title":"Graph Machine Learning in the Era of Large Language Models (LLMs)","created":"2024-04-23","cited_by_count":33,"area":null},{"id":"2410.05298","title":"How Do Large Language Models Understand Graph Patterns? A Benchmark for Graph Pattern Comprehension","created":"2024-10-04","cited_by_count":30,"area":null},{"id":"2408.00863","title":"UniMoT: Unified Molecule-Text Language Model with Discrete Token Representation","created":"2024-08-01","cited_by_count":23,"area":null},{"id":"2411.00871","title":"LLaMo: Large Language Model-based Molecular Graph Assistant","created":"2024-10-31","cited_by_count":22,"area":null},{"id":"2403.00791","title":"L+M-24: Building a Dataset for Language + Molecules @ ACL 2024","created":"2024-02-22","cited_by_count":21,"area":null},{"id":"2403.01528","title":"Leveraging Biomolecule and Natural Language through Multi-Modal Learning: A Survey","created":"2024-03-03","cited_by_count":17,"area":null},{"id":"2406.14021","title":"HIGHT: Hierarchical Graph Tokenization for Molecule-Language Alignment","created":"2024-06-20","cited_by_count":17,"area":null},{"id":"2502.13449","title":"Mol-LLaMA: Towards General Understanding of Molecules in Large Molecular Language Model","created":"2025-02-19","cited_by_count":17,"area":null},{"id":"2406.13193","title":"PRESTO: Progressive Pretraining Enhances Synthetic Chemistry Outcomes","created":"2024-06-19","cited_by_count":14,"area":null},{"id":"2501.01124","title":"Graph2text or Graph2token: A Perspective of Large Language Models for Graph Learning","created":"2025-01-02","cited_by_count":12,"area":null},{"id":"2407.12068","title":"Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness","created":"2024-07-16","cited_by_count":11,"area":null},{"id":"2409.06080","title":"Regression with Large Language Models for Materials and Molecular Property Prediction","created":"2024-09-09","cited_by_count":11,"area":null},{"id":"2412.19994","title":"From Generalist to Specialist: A Survey of Large Language Models for Chemistry","created":"2024-12-28","cited_by_count":11,"area":null},{"id":"2408.10120","title":"Geometry Informed Tokenization of Molecules for Language Model Generation","created":"2024-08-19","cited_by_count":10,"area":null},{"id":"2410.07919","title":"Advancing biomolecular understanding and design following human instructions","created":"2024-10-10","cited_by_count":10,"area":null},{"id":"2406.05797","title":"3D-MolT5: Leveraging Discrete Structural Information for Molecule-Text Modeling","created":"2024-06-09","cited_by_count":9,"area":null},{"id":"2505.02639","title":"Enhancing Chemical Reaction and Retrosynthesis Prediction with Large Language Model and Dual-task Learning","created":"2025-05-05","cited_by_count":9,"area":null},{"id":"2505.15054","title":"MolLangBench: A Comprehensive Benchmark for Language-Prompted Molecular Structure Recognition, Editing, and Generation","created":"2025-05-21","cited_by_count":9,"area":null},{"id":"2503.09427","title":"Language-Enhanced Representation Learning for Single-Cell Transcriptomics","created":"2025-03-12","cited_by_count":7,"area":null},{"id":"2507.16541","title":"A Comprehensive Data-centric Overview of Federated Graph Learning","created":"2025-07-22","cited_by_count":7,"area":null},{"id":"2510.19484","title":"KnowMol: Advancing Molecular Large Language Models with Multi-Level Chemical Knowledge","created":"2025-10-22","cited_by_count":7,"area":null},{"id":"2502.02810","title":"Mol-LLM: Multimodal Generalist Molecular LLM with Improved Graph Utilization","created":"2025-02-05","cited_by_count":6,"area":null},{"id":"2504.12314","title":"How to Detect and Defeat Molecular Mirage: A Metric-Driven Benchmark for Hallucination in LLM-based Molecular Comprehension","created":"2025-04-10","cited_by_count":6,"area":null},{"id":"2510.21131","title":"Large Language Models Meet Text-Attributed Graphs: A Survey of Integration Frameworks and Applications","created":"2025-10-24","cited_by_count":6,"area":null},{"id":"2503.03135","title":"Bridging Molecular Graphs and Large Language Models","created":"2025-03-05","cited_by_count":5,"area":null},{"id":"2403.13830","title":"Bridging Text and Molecule: A Survey on Multimodal Frameworks for Molecule","created":"2024-03-07","cited_by_count":4,"area":null},{"id":"2403.15274","title":"Bioinformatics and Biomedical Informatics with ChatGPT: Year One Review","created":"2024-03-22","cited_by_count":4,"area":null},{"id":"2505.16340","title":"Improving Chemical Understanding of LLMs via SMILES Parsing","created":"2025-05-22","cited_by_count":4,"area":null},{"id":"2603.06700","title":"SIQA: Toward Reliable Scientific Image Quality Assessment","created":"2026-03-05","cited_by_count":4,"area":null},{"id":"2405.17440","title":"CataLM: Empowering Catalyst Design Through Large Language Models","created":"2024-05-13","cited_by_count":3,"area":null},{"id":"2411.00843","title":"The Graph's Apprentice: Teaching an LLM Low Level Knowledge for Circuit Quality Estimation","created":"2024-10-30","cited_by_count":3,"area":null},{"id":"2412.18084","title":"Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language Models","created":"2024-12-24","cited_by_count":3,"area":null},{"id":"2412.19211","title":"Large Language Models Meet Graph Neural Networks: A Perspective of Graph Mining","created":"2024-12-26","cited_by_count":3,"area":null},{"id":"2511.12770","title":"MolEdit: Knowledge Editing for Multimodal Molecule Language Models","created":"2025-11-16","cited_by_count":3,"area":null},{"id":"2404.09606","title":"A Self-feedback Knowledge Elicitation Approach for Chemical Reaction Predictions","created":"2024-04-15","cited_by_count":2,"area":null},{"id":"2404.16880","title":"Atomas: Hierarchical Alignment on Molecule-Text for Unified Molecule Understanding and Generation","created":"2024-04-23","cited_by_count":2,"area":null},{"id":"2405.16511","title":"SE3Set: Harnessing equivariant hypergraph neural networks for molecular representation learning","created":"2024-05-26","cited_by_count":2,"area":null},{"id":"2503.04780","title":"MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language Model","created":"2025-02-23","cited_by_count":2,"area":null},{"id":"2506.10912","title":"Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?","created":"2025-06-12","cited_by_count":2,"area":null},{"id":"2507.08425","title":"A Survey of Large Language Models in Discipline-specific Research: Challenges, Methods and Opportunities","created":"2025-07-11","cited_by_count":2,"area":null},{"id":"2510.01527","title":"Round-trip Reinforcement Learning: Self-Consistent Training for Better Chemical LLMs","created":"2025-10-01","cited_by_count":2,"area":null},{"id":"2510.26157","title":"Bridging the Gap Between Molecule and Textual Descriptions via Substructure-aware Alignment","created":"2025-10-30","cited_by_count":2,"area":null},{"id":"2504.05180","title":"BRIDGES: Bridging Graph Modality and Large Language Models within EDA Tasks","created":"2025-04-07","cited_by_count":1,"area":null},{"id":"2510.09735","title":"InterCorpRel-LLM: Enhancing Financial Relational Understanding with Graph-Language Models","created":"2025-10-10","cited_by_count":1,"area":null},{"id":"2510.12245","title":"MoRA: On-the-fly Molecule-aware Low-Rank Adaptation Framework for LLM-based Multi-Modal Molecular Assistant","created":"2025-10-14","cited_by_count":1,"area":null},{"id":"2603.12344","title":"Can Decision Trees Teach Large Language Models? Distilling Verbalized Knowledge for Molecular Property Prediction","created":"2026-03-12","cited_by_count":1,"area":null},{"id":"2605.16480","title":"MoleCode unlocks structural intelligence in large language models","created":"2026-05-15","cited_by_count":1,"area":null},{"id":"2605.28524","title":"Let Relations Speak: An End-to-End LLM-GNN Soft Prompt Framework for Fraud Detection","created":"2026-05-27","cited_by_count":1,"area":null},{"id":"2606.03401","title":"Towards Characterizing Scientific Image Utility and Upgradability","created":"2026-06-02","cited_by_count":1,"area":null},{"id":"2405.14203","title":"GLaD: Synergizing Molecular Graphs and Language Descriptors for Enhanced Power Conversion Efficiency Prediction in Organic Photovoltaic Devices","created":"2024-05-23","cited_by_count":0,"area":null},{"id":"2506.09738","title":"Towards Multimodal Graph Large Language Model","created":"2025-06-11","cited_by_count":0,"area":null},{"id":"2506.10014","title":"NOCL: Node-Oriented Conceptualization LLM for Graph Tasks without Message Passing","created":"2025-05-28","cited_by_count":0,"area":null},{"id":"2508.06917","title":"CROP: Integrating Topological and Spatial Structures via Cross-View Prefixes for Molecular LLMs","created":"2025-08-09","cited_by_count":0,"area":null},{"id":"2510.16306","title":"Scaffold-Aware Generative Augmentation and Reranking for Enhanced Virtual Screening","created":"2025-10-18","cited_by_count":0,"area":null},{"id":"2601.12256","title":"Improving Large Molecular Language Model via Relation-aware Multimodal Collaboration","created":"2026-01-18","cited_by_count":0,"area":null},{"id":"2602.02320","title":"MolLangData: A Large-Scale Dataset for Molecular Structure-Language Description via a Rule-Regularized Method","created":"2026-02-02","cited_by_count":0,"area":null},{"id":"2608.10480","title":"Multi-Granular Rationale-Guided Molecular LLM for Property Prediction","created":"2026-08-11","cited_by_count":0,"area":null},{"id":"2608.16005","title":"Retrieval-guided Twin Fusion with Similarity-aware Contrast for Molecule-Text Alignment","created":"2026-08-17","cited_by_count":0,"area":null},{"id":"2608.20418","title":"Rigorous Evaluation of Large Language Models for Malaria Drug Discovery: Trade-offs in Performance, Scale, and Resource Utility","created":"2026-08-18","cited_by_count":0,"area":null}],"next_cursor":null}