Multi-Agent Procedural Graph Extraction with Structural and Logical Refinement

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References (34)

[1]
Data-Efficient Symbolic Regression via Foundation Model Distillation
2025Wangyang Ying, Jinghan Zhang et al.
[2]
Efficient Post-Training Refinement of Latent Reasoning in Large Language Models
2025Xinyuan Wang, Dongjie Wang et al.
[3]
CT-PatchTST: Channel-Time Patch Time-Series Transformer for Long-Term Renewable Energy Forecasting
2025Menghao Huo, Kuan Lu et al.
[4]
Knowledge extraction for additive manufacturing process via named entity recognition with LLMs
2025Xuan Liu, J. Erkoyuncu et al.
[5]
Topology-aware Reinforcement Feature Space Reconstruction for Graph Data
2024Wangyang Ying, Haoyue Bai et al.
[6]
Revolutionizing Biomarker Discovery: Leveraging Generative AI for Bio-Knowledge-Embedded Continuous Space Exploration
2024Wangyang Ying, Dongjie Wang et al.
[7]
PAGED: A Benchmark for Procedural Graphs Extraction from Documents
2024Weihong Du, Wenrui Liao et al.
[8]
Cascading Large Language Models for Salient Event Graph Generation
2024Xingwei Tan, Yuxiang Zhou et al.
[9]
Unsupervised Generative Feature Transformation via Graph Contrastive Pre-training and Multi-objective Fine-tuning
2024Wangyang Ying, Dongjie Wang et al.
[10]
Evolutionary Large Language Model for Automated Feature Transformation
2024Nanxu Gong, Chandan K. Reddy et al.
[11]
Neuro-Symbolic Embedding for Short and Effective Feature Selection via Autoregressive Generation
2024Nanxu Gong, Wangyang Ying et al.
[12]
Set-Aligning Framework for Auto-Regressive Event Temporal Graph Generation
2024Xingwei Tan, Yuxiang Zhou et al.
[13]
Feature Selection as Deep Sequential Generative Learning
2024Wangyang Ying, Dongjie Wang et al.
[14]
Self-optimizing Feature Generation via Categorical Hashing Representation and Hierarchical Reinforcement Crossing
2023Wangyang Ying, Dongjie Wang et al.
[15]
Unifying Large Language Models and Knowledge Graphs: A Roadmap
2023Shirui Pan, Linhao Luo et al.
[16]
Self-Refine: Iterative Refinement with Self-Feedback
2023Aman Madaan, Niket Tandon et al.
[17]
Reflexion: language agents with verbal reinforcement learning
2023Noah Shinn, Federico Cassano et al.
[18]
Constructing Procedural Graphs with Multiple Dependency Relations: A New Dataset and Baseline
2023Haopeng Ren, Yushi Zeng et al.
[19]
Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Dataset
2022Haolin Deng, Yanan Zhang et al.
[20]
Generating BPMN diagram from textual requirements
2022Sholiq Sholiq, R. Sarno et al.

Showing 20 of 34 references

Founder's Pitch

"A multi-agent framework for extracting procedural graphs from natural language with improved structural and logical accuracy."

AgentsScore: 4View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

3/4 signals

7.5

Series A Potential

1/4 signals

2.5

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