Keep only passwords that appear in (using a reference like haveibeenpwned v3 API or Pwned Passwords downloadable hashes). This instantly cuts RockYou2024 from billions to <500 million lines.
A better approach is not a bigger list—it’s a smarter, prioritized, smaller list. When security professionals search for rockyou2024txt better , they are actually looking for a dictionary that excels in five key areas: rockyou2024txt better
For advanced practitioners, the next horizon isn’t larger wordlists—it’s using (like small GPTs trained on password corpuses) to produce never-before-seen candidates that follow human biases. But that is a topic for another deep dive. Keep only passwords that appear in (using a
A superior dictionary is . It’s not a 100GB text file—it’s a 500MB file that cracks 2x more passwords in half the time. It’s not a 100GB text file—it’s a 500MB
| Tool | Purpose | Command Example | |------|---------|------------------| | pw-sleeper | Remove passwords with low frequency | pwsleeper rockyou2024.txt --min-freq 3 | | duplicut | Ultra-fast deduplication w/ memory limits | duplicut rockyou2024.txt -o clean.txt | | hashcat --stdout + rp | Apply rules and rank by probability | hashcat -r best64.rule rockyou_base.txt --stdout \| rp --max=50M | | pass-station | Convert to probabilistic sorted order | passstation rockyou2024.txt --sort-by pwned-count | We tested three variations against a real-world sample of 50,000 NTLM hashes from an authorized internal audit:
| Wordlist | Size (lines) | Cracks within 1 hour (8x RTX 4090) | Coverage | |----------|--------------|--------------------------------------|-----------| | RockYou2024 (raw) | 9.4B | 12,847 | 25.7% | | RockYou2024 (deduped, freq>2) | 380M | 18,231 | 36.5% | | (base + rules + context) | 412M (guesses) | 26,794 | 53.6% |