| { |
| "task": "exploit_relevance_classification", |
| "description": "Source-controlled binary classification: given a post or advisory text, predict whether it is CVE-linked exploit-relevant (1) or not (0). Each source/split contributes balanced positives and negatives from the same source to remove source-membership confounding.", |
| "label_map": { |
| "0": "not_exploit_relevant", |
| "1": "exploit_relevant" |
| }, |
| "candidate_sources": [ |
| "0x00sec", |
| "cisa_kev", |
| "cvefixes", |
| "dtl_exploits", |
| "evolution", |
| "exploitdb", |
| "gayanku", |
| "github_advisory", |
| "hacker_exploits", |
| "hackerone", |
| "hackersploit", |
| "hackforums", |
| "hackthebox", |
| "kaeli_hacker", |
| "parrotsec", |
| "seebug", |
| "vulnlab", |
| "zeroday", |
| "zeroscience" |
| ], |
| "labeling_rule": "positive if post ID appears in the same source CVE index; negative if from the same source/split, absent from the CVE index, and containing no CVE token", |
| "source_split_sampling": { |
| "zeroscience": { |
| "train": { |
| "positive_available": 329, |
| "negative_available": 448, |
| "positive_used": 329, |
| "negative_used": 329 |
| }, |
| "val": { |
| "positive_available": 102, |
| "negative_available": 15, |
| "positive_used": 15, |
| "negative_used": 15 |
| }, |
| "test": { |
| "positive_available": 86, |
| "negative_available": 93, |
| "positive_used": 86, |
| "negative_used": 86 |
| } |
| }, |
| "hackerone": { |
| "train": { |
| "positive_available": 425, |
| "negative_available": 7497, |
| "positive_used": 425, |
| "negative_used": 425 |
| }, |
| "val": { |
| "positive_available": 205, |
| "negative_available": 1199, |
| "positive_used": 205, |
| "negative_used": 205 |
| }, |
| "test": { |
| "positive_available": 30, |
| "negative_available": 116, |
| "positive_used": 30, |
| "negative_used": 30 |
| } |
| }, |
| "vulnlab": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 7, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 1, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 63, |
| "negative_available": 883, |
| "positive_used": 63, |
| "negative_used": 63 |
| } |
| }, |
| "seebug": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 38, |
| "negative_available": 2, |
| "positive_used": 2, |
| "negative_used": 2 |
| } |
| }, |
| "0x00sec": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 6, |
| "negative_available": 326, |
| "positive_used": 6, |
| "negative_used": 6 |
| } |
| }, |
| "hackthebox": { |
| "train": { |
| "positive_available": 1, |
| "negative_available": 836, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 502, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 7, |
| "negative_available": 308, |
| "positive_used": 7, |
| "negative_used": 7 |
| } |
| }, |
| "hackersploit": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 224, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 3, |
| "negative_available": 89, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 6, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "parrotsec": { |
| "train": { |
| "positive_available": 1, |
| "negative_available": 133, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 213, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 65, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "gayanku": { |
| "train": { |
| "positive_available": 64, |
| "negative_available": 3810108, |
| "positive_used": 64, |
| "negative_used": 64 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "evolution": { |
| "train": { |
| "positive_available": 11, |
| "negative_available": 488978, |
| "positive_used": 11, |
| "negative_used": 11 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "hackforums": { |
| "train": { |
| "positive_available": 7, |
| "negative_available": 152471, |
| "positive_used": 7, |
| "negative_used": 7 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "dtl_exploits": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 65411, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "github_advisory": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 5367, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 11256, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 10401, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "cvefixes": { |
| "train": { |
| "positive_available": 6770, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 1592, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "zeroday": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 16519, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "hacker_exploits": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 2363249, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 52, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 452664, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "kaeli_hacker": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 258189, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 0, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 455, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| }, |
| "cisa_kev": { |
| "train": { |
| "positive_available": 0, |
| "negative_available": 281, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "val": { |
| "positive_available": 0, |
| "negative_available": 685, |
| "positive_used": 0, |
| "negative_used": 0 |
| }, |
| "test": { |
| "positive_available": 0, |
| "negative_available": 483, |
| "positive_used": 0, |
| "negative_used": 0 |
| } |
| } |
| }, |
| "split_boundaries": { |
| "train_end": "2022-01-01", |
| "val_end": "2024-01-01" |
| }, |
| "metrics": [ |
| "f1_macro", |
| "f1_positive", |
| "auc_roc", |
| "precision", |
| "recall" |
| ], |
| "splits": { |
| "train": 1672, |
| "val": 440, |
| "test": 388 |
| }, |
| "label_distribution_by_split": { |
| "train": { |
| "0": 836, |
| "1": 836 |
| }, |
| "val": { |
| "0": 220, |
| "1": 220 |
| }, |
| "test": { |
| "0": 194, |
| "1": 194 |
| } |
| }, |
| "total": 2500 |
| } |
