probabilistic naming engine

Mathematically Correct Chinese Name

Type an English name. The prototype samples multiple logprob-capable models, scores native plausibility, and mints a shareable certificate.

winner
麦思远
Mài Sīyuǎn

Wheat/growth + far-reaching thought. A native-feeling name that lightly echoes Miles.

94
mathematically
correct
91phonetic
96meaning
94native
81logprob
sampled models

Consensus panel

ready
candidate ranking

Scoreboard

RankNameModelMeaningScore
logprob microscope

Generated-token confidence

Darker = lower probability. Hover tokens for top alternatives.

name-space

Pareto frontier

method

Fake-rigorous, actually useful

  1. Ask several small OpenAI models for one native-feeling Chinese name candidate.
  2. Request token logprobs and top alternatives from Chat Completions.
  3. Blend model self-scores with generated-token confidence and consensus.
  4. Visualize the uncertainty, then mint the badge.