benchmarks

Benchmark suite results

Token reduction

54.12%

balanced mode, benchmark suite

Character reduction

58.23%

balanced mode, benchmark suite

Line reduction

66.67%

fixed benchmark fixtures

Warning preservation

100%

heuristic checks; review critical output

The repository benchmark uses fixed baseline and Noyap-mode responses. Token counts use gpt-tokenizer. Required technical terms, warnings, Thai quality, and English quality are checked heuristically, so flagged or critical cases still deserve human review.

measured

What the benchmark measures

✔ token reduction
✔ character reduction
✔ line reduction
✔ meaning preservation
✔ warning preservation
✔ required technical terms
✔ Thai and English quality checks
✔ manual review checklist

repo files

Benchmark artifacts

github
summary.md  https://github.com/ppwnr88/noyap/blob/main/benchmarks/results/summary.md
results.json https://github.com/ppwnr88/noyap/blob/main/benchmarks/results/results.json
cases.json   https://github.com/ppwnr88/noyap/blob/main/benchmarks/cases.json
methodology  https://github.com/ppwnr88/noyap/blob/main/benchmarks/README.md