{
  "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
}