Graph Machine Learning
Transformers
Safetensors
English
unicosys_hypergraph
knowledge-graph
hypergraph
legal-evidence
graph-neural-network
unicosys
Instructions to use drzo/unicosys-hypergraph with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use drzo/unicosys-hypergraph with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("drzo/unicosys-hypergraph", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "architectures": [ | |
| "UnicosysHypergraphModel" | |
| ], | |
| "case_number": "2025-137857", | |
| "dtype": "float32", | |
| "edge_type_vocab": { | |
| "<pad>": 0, | |
| "<unk>": 1, | |
| "proves": 2, | |
| "transaction_evidenced_by": 3 | |
| }, | |
| "gat_dropout": 0.1, | |
| "gat_num_heads": 4, | |
| "gat_num_layers": 2, | |
| "hidden_dim": 256, | |
| "margin": 1.0, | |
| "max_nodes": 250000, | |
| "model_type": "unicosys_hypergraph", | |
| "negative_sample_ratio": 5, | |
| "node_embed_dim": 128, | |
| "node_type_vocab": { | |
| "<pad>": 0, | |
| "<unk>": 1, | |
| "email": 2, | |
| "entity": 3, | |
| "timeline_event": 4 | |
| }, | |
| "num_cross_links": 3664, | |
| "num_edge_types": 4, | |
| "num_entities": 16, | |
| "num_evidence": 198019, | |
| "num_node_types": 5, | |
| "num_subsystems": 5, | |
| "subsystem_vocab": { | |
| "<pad>": 0, | |
| "<unk>": 1, | |
| "ad_res_j7": 2, | |
| "comcosys": 3, | |
| "core": 4 | |
| }, | |
| "text_embed_dim": 256, | |
| "text_max_length": 128, | |
| "text_num_heads": 4, | |
| "text_num_layers": 2, | |
| "text_vocab_size": 237, | |
| "transformers_version": "5.14.1" | |
| } | |