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From Retrieval to Theory Generation: A Process-Oriented Survey of Generative Agentic AI for Scientific Knowledge Discovery

https://doi.org/10.2139/ssrn.7593345
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inferredcites →https://doi.org/10.1002/adma.202413523openalex-snapshot
SciAgents: Automating Scientific Discovery Through Bioinspired Multi‐Agent Intelligent Graph Reasoning
inferredcites →https://doi.org/10.1002/asi.23329openalex-snapshot
Growth rates of modern science: A bibliometric analysis based on the number of publications and cited references
inferredcites →https://doi.org/10.1006/knac.1993.1008openalex-snapshot
A translation approach to portable ontology specifications
inferredcites →https://doi.org/10.1007/978-3-031-94578-6_10openalex-snapshot
OntoAligner: A Comprehensive Modular and Robust Python Toolkit for Ontology Alignment
inferredcites →https://doi.org/10.1016/0004-3702(93)90068-mopenalex-snapshot
DENDRAL: A case study of the first expert system for scientific hypothesis formation
inferredcites →https://doi.org/10.1016/0169-023x(95)00017-mopenalex-snapshot
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inferredcites →https://doi.org/10.1016/j.knosys.2025.113280openalex-snapshot
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inferredcites →https://doi.org/10.1017/s0269888900008122openalex-snapshot
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inferredcites →https://doi.org/10.1038/s41586-023-06221-2openalex-snapshot
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inferredcites →https://doi.org/10.1038/s41586-023-06792-0openalex-snapshot
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inferredcites →https://doi.org/10.1038/s41586-025-09442-9openalex-snapshot
The Virtual Lab of AI agents designs new SARS-CoV-2 nanobodies
inferredcites →https://doi.org/10.1038/s41586-026-10265-5openalex-snapshot
Towards end-to-end automation of AI research
inferredcites →https://doi.org/10.1038/s42256-021-00438-4openalex-snapshot
Geometry-enhanced molecular representation learning for property prediction
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Augmenting large language models with chemistry tools
inferredcites →https://doi.org/10.1038/s42256-025-00994-zopenalex-snapshot
Large language models for scientific discovery in molecular property prediction
inferredcites →https://doi.org/10.1038/s43856-024-00486-yopenalex-snapshot
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning
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Does Scientific Discovery Have a Logic?
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Unifying Large Language Models and Knowledge Graphs: A Roadmap
inferredcites →https://doi.org/10.1126/science.adw3000openalex-snapshot
Scientific production in the era of large language models
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Mining frequent patterns without candidate generation
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TnT-LLM: Text Mining at Scale with Large Language Models
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Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning
inferredcites →https://doi.org/10.1145/3701716.3715313openalex-snapshot
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research
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A Survey on the Memory Mechanism of Large Language Model-based Agents
inferredcites →https://doi.org/10.1145/3774904.3792993openalex-snapshot
Debating Truth: Debate-driven Claim Verification with Multiple Large Language Model Agents
inferredcites →https://doi.org/10.1162/tacl_a_00638openalex-snapshot
Lost in the Middle: How Language Models Use Long Contexts
inferredcites →https://doi.org/10.1353/pbm.1986.0087openalex-snapshot
Fish Oil, Raynaud's Syndrome, and Undiscovered Public Knowledge
inferredcites →https://doi.org/10.1609/aaai.v36i4.20313openalex-snapshot
Molecular Contrastive Learning with Chemical Element Knowledge Graph
inferredcites →https://doi.org/10.1609/aaai.v38i16.29720openalex-snapshot
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
inferredcites →https://doi.org/10.1609/aaai.v38i17.29892openalex-snapshot
ConsistNER: Towards Instructive NER Demonstrations for LLMs with the Consistency of Ontology and Context
inferredcites →https://doi.org/10.1609/aaai.v38i17.29946openalex-snapshot
MemoryBank: Enhancing Large Language Models with Long-Term Memory
inferredcites →https://doi.org/10.1609/aaai.v39i24.34806openalex-snapshot
CharacterBench: Benchmarking Character Customization of Large Language Models
inferredcites →https://doi.org/10.1609/aaai.v40i1.37020openalex-snapshot
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.550openalex-snapshot
Dense Passage Retrieval for Open-Domain Question Answering
inferredcites →https://doi.org/10.18653/v1/2023.emnlp-main.495openalex-snapshot
Active Retrieval Augmented Generation
inferredcites →https://doi.org/10.18653/v1/2024.acl-long.238openalex-snapshot
SAC-KG: Exploiting Large Language Models as Skilled Automatic Constructors for Domain Knowledge Graph
inferredcites →https://doi.org/10.18653/v1/2024.acl-long.381openalex-snapshot
ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs
inferredcites →https://doi.org/10.18653/v1/2024.acl-long.68openalex-snapshot
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base
inferredcites →https://doi.org/10.18653/v1/2024.acl-long.738openalex-snapshot
When is Tree Search Useful for LLM Planning? It Depends on the Discriminator
inferredcites →https://doi.org/10.18653/v1/2024.acl-long.810openalex-snapshot
ChatDev: Communicative Agents for Software Development
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SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales
inferredcites →https://doi.org/10.18653/v1/2024.nlp4science-1.10openalex-snapshot
Hypothesis Generation with Large Language Models
inferredcites →https://doi.org/10.18653/v1/2025.acl-long.1575openalex-snapshot
HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agent Tasks with Large Language Model
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Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities?
inferredcites →https://doi.org/10.18653/v1/2025.emnlp-main.1236openalex-snapshot
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching
inferredcites →https://doi.org/10.18653/v1/2025.emnlp-main.1750openalex-snapshot
Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency
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Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps
inferredcites →https://doi.org/10.18653/v1/2025.emnlp-main.839openalex-snapshot
SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection
inferredcites →https://doi.org/10.18653/v1/2025.emnlp-main.895openalex-snapshot
From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery
inferredcites →https://doi.org/10.52202/068431-1800openalex-snapshot
Chain-Of-Thought Prompting Elicits Reasoning in Large Language Models
inferredcites →https://doi.org/10.52202/075280-0377openalex-snapshot
Reflexion: language agents with verbal reinforcement learning
inferredcites →https://doi.org/10.52202/075280-1220openalex-snapshot
Mind2Web: Towards a Generalist Agent for the Web
inferredcites →https://doi.org/10.52202/075280-1657openalex-snapshot
HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face
inferredcites →https://doi.org/10.52202/079017-0011openalex-snapshot
Chain of Preference Optimization: Improving Chain-of-Thought Reasoning in LLMs
inferredcites →https://doi.org/10.52202/079017-0269openalex-snapshot
Large Language Models-guided Dynamic Adaptation for Temporal Knowledge Graph Reasoning
inferredcites →https://doi.org/10.52202/079017-1650openalex-snapshot
OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments
inferredcites →https://doi.org/10.52202/079017-1703openalex-snapshot
WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models
inferredcites →https://doi.org/10.52202/079017-1943openalex-snapshot
Found in the Middle: How Language Models Use Long Contexts Better via Plug-and-Play Positional Encoding
inferredcites →https://doi.org/10.52202/079017-2066openalex-snapshot
ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search
inferredcites →https://doi.org/10.52202/079017-2123openalex-snapshot
Chain-of-Thought Reasoning Without Prompting
inferredcites →https://doi.org/10.52202/079017-2522openalex-snapshot
MDAgents: An Adaptive Collaboration of LLMs for Medical Decision-Making
inferredcites →https://doi.org/10.52202/079017-2997openalex-snapshot
Hypothesis Testing the Circuit Hypothesis in LLMs
inferredcites →https://doi.org/10.52202/079017-3343openalex-snapshot
Diffusion of Thought: Chain-of-Thought Reasoning in Diffusion Language Models
inferredcites →https://doi.org/10.52202/079017-3369openalex-snapshot
RedCode: Risky Code Execution and Generation Benchmark for Code Agents
inferredcites →https://doi.org/10.52202/079017-3607openalex-snapshot
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
inferredcites →https://doi.org/10.52202/079017-3655openalex-snapshot
AutoSurvey: Large Language Models Can Automatically Write Surveys
inferredcites →https://doi.org/10.52202/079017-4020openalex-snapshot
Gorilla: Large Language Model Connected with Massive APIs
inferredcites →https://doi.org/10.52202/079017-4328openalex-snapshot
KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge
inferredcites →https://doi.org/10.52202/079017-4397openalex-snapshot
Reflective Multi-Agent Collaboration based on Large Language Models
inferredcites →https://doi.org/10.52202/079017-4460openalex-snapshot
MKGL: Mastery of a Three-Word Language
inferredcites →https://doi.org/10.52202/085713-4082openalex-snapshot
Why Do Multi-Agent LLM Systems Fail?
inferredcites →https://doi.org/10.7551/mitpress/5782.003.0013openalex-snapshot
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