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"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": 100000,
"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": 200382,
"val": 1933,
"test": 100963
},
"label_distribution_by_split": {
"train": {
"0": 100000,
"1": 100000,
"2": 382
},
"val": {
"0": 1216,
"1": 571,
"2": 146
},
"test": {
"0": 100000,
"1": 926,
"2": 37
}
},
"source_distribution_by_split": {
"train": {
"cve_hacker_forum": 58,
"dtl_exploits": 67643,
"evolution": 7864,
"exploitdb_hf": 1016,
"gayanku": 67852,
"hacker_exploits": 43967,
"hackerone": 2892,
"hackersploit": 11,
"hackforums": 2193,
"hackthebox": 13,
"kaeli_hacker": 6873
},
"val": {
"hacker_exploits": 46,
"hackerone": 1402,
"hackersploit": 77,
"hackthebox": 408
},
"test": {
"0x00sec": 100,
"cve_hacker_forum": 2,
"hacker_exploits": 100586,
"hackerone": 101,
"hackersploit": 1,
"hackthebox": 73,
"kaeli_hacker": 100
}
},
"total": 303278
} |