| { |
| "dataset_name": "ogbn-arxiv-hg", |
| "canonical_definition": "source-excluded co-citation hyperedge", |
| "primary_tasks": [ |
| "nc", |
| "hecls", |
| "nd", |
| "hed" |
| ], |
| "deferred_tasks": [], |
| "hecls_label_space": [ |
| "cs.NA(Numerical Analysis)", |
| "cs.MM(Multimedia)", |
| "cs.LO(Logic in Computer Science)", |
| "cs.CY(Computers and Society)", |
| "cs.CR(Cryptography and Security)", |
| "cs.DC(Distributed, Parallel, and Cluster Computing)", |
| "cs.HC(Human-Computer Interaction)", |
| "cs.CE(Computational Engineering, Finance, and Science)", |
| "cs.NI(Networking and Internet Architecture)", |
| "cs.CC(Computational Complexity)", |
| "cs.AI(Artificial Intelligence)", |
| "cs.MA(Multiagent Systems)", |
| "cs.GL(General Literature)", |
| "cs.NE(Neural and Evolutionary Computing)", |
| "cs.SC(Symbolic Computation)", |
| "cs.AR(Hardware Architecture)", |
| "cs.CV(Computer Vision and Pattern Recognition)", |
| "cs.GR(Graphics)", |
| "cs.ET(Emerging Technologies)", |
| "cs.SY(Systems and Control)", |
| "cs.CG(Computational Geometry)", |
| "cs.OH(Other Computer Science)", |
| "cs.PL(Programming Languages)", |
| "cs.SE(Software Engineering)", |
| "cs.LG(Machine Learning)", |
| "cs.SD(Sound)", |
| "cs.SI(Social and Information Networks)", |
| "cs.RO(Robotics)", |
| "cs.IT(Information Theory)", |
| "cs.PF(Performance)", |
| "cs.CL(Computation and Language)", |
| "cs.IR(Information Retrieval)", |
| "cs.MS(Mathematical Software)", |
| "cs.FL(Formal Languages and Automata Theory)", |
| "cs.DS(Data Structures and Algorithms)", |
| "cs.OS(Operating Systems)", |
| "cs.GT(Computer Science and Game Theory)", |
| "cs.DB(Databases)", |
| "cs.DL(Digital Libraries)", |
| "cs.DM(Discrete Mathematics)" |
| ], |
| "config": { |
| "raw_root": "data/raw/ogbn_arxiv", |
| "output_dir": "dataset/ogbn-arxiv-hg", |
| "titleabs_path": "data/raw/ogbn_arxiv/titleabs.tsv", |
| "min_hyperedge_size": 2, |
| "max_hyperedge_size": 64, |
| "max_incident_hyperedges": 8, |
| "max_members_per_hyperedge": 8, |
| "max_child_hyperedges": 1, |
| "formal_hidt_depth": 3, |
| "overview_hops": 2, |
| "overview_order_buckets": 4, |
| "seed": 42 |
| }, |
| "node_stats": { |
| "num_nodes": 169343, |
| "num_classes": 40, |
| "missing_text_nodes": 0, |
| "year_min": 1971, |
| "year_max": 2020, |
| "train_nodes": 90941, |
| "valid_nodes": 29799, |
| "test_nodes": 48603 |
| }, |
| "hyperedge_stats": { |
| "raw_source_hyperedges": 151903, |
| "filtered_too_small": 27853, |
| "filtered_too_large": 224, |
| "num_hyperedges": 123826, |
| "num_train_hyperedges": 56651, |
| "num_valid_hyperedges": 23851, |
| "num_test_hyperedges": 43324, |
| "min_size": 2, |
| "max_size": 64, |
| "mean_size": 9.014512299517063 |
| }, |
| "sample_files": { |
| "node_task_samples": { |
| "train": 90941, |
| "valid": 29799, |
| "test": 48603 |
| }, |
| "payload_materialization": "runtime_only", |
| "runtime_materialized_payloads": [ |
| "vc_hidt", |
| "vc_overview", |
| "ec_hidt", |
| "ec_overview" |
| ], |
| "sample_families": { |
| "node_task_hg": { |
| "tasks": [ |
| "nc", |
| "nd" |
| ], |
| "canonical_center_key": "id", |
| "optional_payloads": [], |
| "payload_materialization": "runtime_only", |
| "splits": { |
| "train": 90941, |
| "valid": 29799, |
| "test": 48603 |
| }, |
| "files": { |
| "train": "node_task_hg_8_8_train.jsonl", |
| "valid": "node_task_hg_8_8_valid.jsonl", |
| "test": "node_task_hg_8_8_test.jsonl" |
| } |
| }, |
| "he_task_hg": { |
| "tasks": [ |
| "hecls", |
| "hed" |
| ], |
| "canonical_center_key": "id", |
| "optional_payloads": [], |
| "payload_materialization": "runtime_only", |
| "splits": { |
| "train": 56651, |
| "valid": 23851, |
| "test": 43324 |
| }, |
| "files": { |
| "train": "he_task_hg_8_8_train.jsonl", |
| "valid": "he_task_hg_8_8_valid.jsonl", |
| "test": "he_task_hg_8_8_test.jsonl" |
| } |
| } |
| }, |
| "final_hidt_embedded": false, |
| "overview_embedded": false, |
| "overview_semantic_embedded": false, |
| "he_task_samples": { |
| "train": 56651, |
| "valid": 23851, |
| "test": 43324 |
| } |
| }, |
| "task_contract": { |
| "nc_target": "y[center_node_id]", |
| "hecls_target": "y[source_node_id]", |
| "hecls_input": "EC-HIDT+O(e)", |
| "nc_input": "VC-HIDT+O(v)", |
| "nd_target": "templated description(label_text, title)", |
| "hed_target": "templated description(y[source_node_id], title[source_node_id])", |
| "nd_input": "VC-HIDT+O(v)", |
| "hed_input": "EC-HIDT+O(e)" |
| }, |
| "final_hidt": { |
| "runtime_compatible": true, |
| "formal_hidt_depth": 3, |
| "max_child_hyperedges": 1, |
| "max_incident_hyperedges": 8, |
| "max_members_per_hyperedge": 8, |
| "contract": { |
| "contract_fields": [ |
| "vc_hidt", |
| "ec_hidt", |
| "type_label", |
| "order_bucket_id", |
| "degree_bucket_id", |
| "slot_id", |
| "parent_slot_id", |
| "incidence_pairs", |
| "co_member_groups", |
| "unrelated_sampling_pool" |
| ], |
| "spec_sources": [ |
| "utils/final_hidt.py", |
| "utils/hypergraph_templates.py", |
| "utils/hypergraph_features.py", |
| "train/hyper_dataset.py", |
| "HyperLM-Bench/hyperlm_bench/ogbn_arxiv_hg.py" |
| ], |
| "structure_dim": 24, |
| "position_dim": 8, |
| "serialization": "level_order", |
| "type_labels": [ |
| "vertex", |
| "hyperedge", |
| "v_pad", |
| "e_pad" |
| ], |
| "order_bucket_labels": [ |
| "r2", |
| "r3_4", |
| "r5_8", |
| "r9p" |
| ], |
| "degree_bucket_labels": [ |
| "d0", |
| "d1_2", |
| "d3_7", |
| "d8p" |
| ], |
| "relation_labels": [ |
| "unrelated", |
| "incidence", |
| "co_member" |
| ] |
| } |
| }, |
| "hidt_o": { |
| "enabled": true, |
| "overview_hops": 2, |
| "overview_order_buckets": 4, |
| "suffix_length": 8, |
| "primary_task_views": [ |
| "open" |
| ], |
| "exported_fields": [], |
| "runtime_materialized_fields": [ |
| "vc_overview", |
| "ec_overview" |
| ] |
| } |
| } |
