| { | |
| "task": "hacker_exploit_labeling", | |
| "description": "Ternary weak-supervision task over hacker-community messages: non-exploit/noise, vulnerability discussion, or actionable exploit intelligence.", | |
| "label_map": { | |
| "0": "non_exploit_noise", | |
| "1": "vulnerability_discussion", | |
| "2": "actionable_exploit" | |
| }, | |
| "sources": [ | |
| "hacker_exploits", | |
| "cve_hacker_forum", | |
| "hackforums", | |
| "hackerone", | |
| "dtl_exploits", | |
| "exploitdb_hf", | |
| "gayanku", | |
| "evolution", | |
| "hackersploit", | |
| "hackthebox", | |
| "0x00sec", | |
| "kaeli_hacker" | |
| ], | |
| "labeling_rule": "actionable_exploit if a source CVE linkage is present and the message contains an actionability cue; vulnerability_discussion if a CVE/vulnerability cue is present without actionability; non_exploit_noise otherwise", | |
| "actionability_terms": [ | |
| "exploit", | |
| "proof of concept", | |
| "poc", | |
| "metasploit", | |
| "payload", | |
| "shellcode", | |
| "reverse shell", | |
| "privilege escalation", | |
| "remote code execution", | |
| "rce", | |
| "sql injection", | |
| "xss", | |
| "csrf", | |
| "command injection", | |
| "buffer overflow", | |
| "use-after-free", | |
| "deserialization", | |
| "bypass", | |
| "scanner", | |
| "wpscan", | |
| "root shell" | |
| ], | |
| "vulnerability_terms": [ | |
| "cve-", | |
| "vulnerability", | |
| "vulnerable", | |
| "patch", | |
| "advisory", | |
| "severity", | |
| "cvss", | |
| "zero-day", | |
| "0day" | |
| ], | |
| "min_tokens": 12, | |
| "max_per_label_split": 25000, | |
| "skipped": { | |
| "missing_file": 0, | |
| "missing_date": 0, | |
| "short_text": 906583 | |
| }, | |
| "split_boundaries": { | |
| "train_end": "2022-01-01", | |
| "val_end": "2024-01-01" | |
| }, | |
| "metrics": [ | |
| "f1_macro", | |
| "accuracy", | |
| "f1_per_class" | |
| ], | |
| "splits": { | |
| "train": 50382, | |
| "val": 1933, | |
| "test": 25963 | |
| }, | |
| "label_distribution_by_split": { | |
| "train": { | |
| "0": 25000, | |
| "1": 25000, | |
| "2": 382 | |
| }, | |
| "val": { | |
| "0": 1216, | |
| "1": 571, | |
| "2": 146 | |
| }, | |
| "test": { | |
| "0": 25000, | |
| "1": 926, | |
| "2": 37 | |
| } | |
| }, | |
| "source_distribution_by_split": { | |
| "train": { | |
| "cve_hacker_forum": 13, | |
| "dtl_exploits": 16918, | |
| "evolution": 2005, | |
| "exploitdb_hf": 253, | |
| "gayanku": 16927, | |
| "hacker_exploits": 11042, | |
| "hackerone": 968, | |
| "hackersploit": 1, | |
| "hackforums": 545, | |
| "hackthebox": 2, | |
| "kaeli_hacker": 1708 | |
| }, | |
| "val": { | |
| "hacker_exploits": 46, | |
| "hackerone": 1402, | |
| "hackersploit": 77, | |
| "hackthebox": 408 | |
| }, | |
| "test": { | |
| "0x00sec": 52, | |
| "cve_hacker_forum": 2, | |
| "hacker_exploits": 25767, | |
| "hackerone": 89, | |
| "hackthebox": 23, | |
| "kaeli_hacker": 30 | |
| } | |
| }, | |
| "total": 78278 | |
| } |