WORLD'S FIRST Tagalog Leetspeak Autocorrect Formula: 0.5 Edit + 0.3 Cosine + 0.2 log P(c) = 1.0 with 1/2 + 1/2 = 1.0 Principle - Complete 3-Poster Documentation (2026)
Authors/Creators
Description
This record documents the first implementation of a Tagalog-specific leetspeak autocorrect formula, developed in Mandaluyong City, Philippines in 2026 by independent researcher Ruel Villaber.
The Core Formula:
0.5 * Edit + 0.3 * Cosine + 0.2 * log P(c) = 1.0
Normalized Confidence = 1.0 Principle: 1/2 + 1/2 = 1.0 - Equal Contribution
7 Mathematical Tools Combined:
1. Edit Distance: 1 - (dist / max_len) - Levenshtein with Leet Mapping (4=a, 3=e, 0=o)
2. Cosine Similarity: (A·B) / (|A||B|) - Bigram Vector Analysis
3. Frequency: P(c) = count / N - Common Word Priority
4. Bayes Theorem: P(c|w) proportional to P(w|c) x P(c) - Noisy Channel Model
5. Log Probability - Converts Product to Sum, Numerical Stability
6. Weighted Sum - Balances All Scores, Normalized Confidence = 1.0
7. Softmax: exp(S) / Σ exp(S) - Probability Distribution = 100%
Application:
Corrects Tagalog leetspeak and jeje typing such as 4k0 -> ako, m4h4l -> mahal, k4p4t1d -> kapatid, m4g4nd4 -> maganda.
This record contains 3 posters:
Poster 1 - Detailed Core Components Formula Breakdown (Original)
Poster 2 - Circle Concept Design with 7 Tools (Original)
Poster 3 - Clean Academic Version
Author: Ruel Villaber, Independent Researcher, Mandaluyong City, Philippines, 2026.
First Implementation Documented Worldwide.
