lila/data-pipeline
lila 5ee594334c flooring sense difficulty instead of rejecting the entry
Every rejection in the German run was the same rule: a translation ranked
below its own sense. The model tags a sense "medium" while correctly
tagging some translations "easy" — the translations are right and the
derived sense label is wrong, but the whole entry was discarded.

The prompt defines sense difficulty as the easiest translation difficulty
in that sense, so it is a derived value rather than an independent
judgement. validate.ts now recomputes it via applySenseDifficultyFloor.

The floor only ever lowers. Raising a sense to match its translations
would gate a concept out of levels it belongs in and collapse the
concept-vs-word distinction the two difficulty columns exist to express
(design-doc section 4).

- validate.ts: drop the cross-field rejection, add the floor; the valid
  result now carries "normalizations" so repairs are reported, not silent
- pipeline.ts: count and print normalizations per batch and in the summary
- replay.ts: new, re-validates responses/ with the current rules and no
  API calls; --write stages recovered entries, --langs and --verbose
- tests: six cases covering the floor, replacing the old rejection test

Replaying all 38 saved responses took the reject rate from 20 entries to
zero. staging.db now holds 746 words / 774 senses / 3,436 translations
with no sense ranked above its easiest translation.

Docs also record the API quota ceiling found today: the free tier allows
about 20 requests/day, not the 1,000 previously assumed.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
2026-08-20 12:34:37 +02:00
..
db adding sql schema for sqlite db, adding sqlite db to gitignore 2026-07-24 00:33:28 +02:00
source-data renaming files and folders to convention so no mapping is needed 2026-07-24 14:12:12 +02:00
tests flooring sense difficulty instead of rejecting the entry 2026-08-20 12:34:37 +02:00
.env.example feat: enrich stage foundation — provider config, env setup, schema fix 2026-05-03 22:44:14 +02:00
gemini.ts implementing phase 3 pipeline: gemini structured output, validation, sqlite staging 2026-08-09 19:04:04 +02:00
package.json flooring sense difficulty instead of rejecting the entry 2026-08-20 12:34:37 +02:00
pipeline.ts flooring sense difficulty instead of rejecting the entry 2026-08-20 12:34:37 +02:00
prompt implementing phase 3 pipeline: gemini structured output, validation, sqlite staging 2026-08-09 19:04:04 +02:00
promptTemplate.ts implementing phase 3 pipeline: gemini structured output, validation, sqlite staging 2026-08-09 19:04:04 +02:00
replay.ts flooring sense difficulty instead of rejecting the entry 2026-08-20 12:34:37 +02:00
sourceLists.ts implementing phase 3 pipeline: gemini structured output, validation, sqlite staging 2026-08-09 19:04:04 +02:00
staging.ts implementing phase 3 pipeline: gemini structured output, validation, sqlite staging 2026-08-09 19:04:04 +02:00
tsconfig.json feat: add db schema, init, and vitest config 2026-05-03 17:56:29 +02:00
validate.ts flooring sense difficulty instead of rejecting the entry 2026-08-20 12:34:37 +02:00
vitest.config.ts feat: add stage 1 and 2 validation tests 2026-05-03 21:36:56 +02:00