thalovant/thalovant-m2v-intents

A static-embedding intent classifier for the Thalovant hub. It maps an utterance to one of 134 labels of the form <skill_id>:<intent>, exactly as ovos-m2v-pipeline registers them, and it knows only the Thalovant skills: every label comes from the fleet corpus and nothing else.

Base: Jarbas/m2v-256-distiluse-base-multilingual-cased-v2, fine-tuned with model2vec's classifier trainer. Held-out accuracy 0.8959 over 14571 rows across 65 languages.

Use

from model2vec.inference import StaticModelPipeline

model = StaticModelPipeline.from_pretrained("thalovant/thalovant-m2v-intents")
model.predict(["will it rain tomorrow"])

Configure the pipeline with "mode": "classifier" and this model's path; labels.json beside the weights lists the labels the hub may route to.

index.json names every sentence in the training corpus by a digest of its language and text, with the labels that publish it. thalovant-skillkit check uses it to fail a skill that publishes a sentence another skill already owns, and asks this classifier what it makes of the rest -- without the fleet's sentences leaving their private repositories.

Held-out accuracy per language

Language	Rows	Accuracy
an-ES	201	0.9701
ar-SA	190	0.7474
ast-ES	213	0.9061
az-AZ	217	0.7834
bg-BG	187	0.8824
ca-ES	220	0.9364
cs-CZ	243	0.8230
da-DK	228	0.8596
de-AT	243	0.9877
de-CH	229	0.9913
de-DE	227	0.9956
el-GR	174	0.7701
en-AU	264	1.0000
en-CA	296	1.0000
en-GB	303	1.0000
en-NZ	303	0.9967
en-US	301	0.9967
es-AR	246	0.9959
es-CO	224	1.0000
es-ES	227	1.0000
es-MX	226	0.9867
es-US	229	0.9956
et-EE	193	0.7202
eu-ES	232	0.7457
fa-IR	220	0.7318
fi-FI	208	0.6731
fr-BE	249	1.0000
fr-CA	272	0.9926
fr-CH	257	0.9961
fr-FR	247	0.9919
gl-ES	219	0.9589
he-IL	217	0.7788
hi-IN	195	0.8051
hr-HR	194	0.8402
hu-HU	217	0.7465
id-ID	176	0.9489
it-IT	234	0.8632
ja-JP	195	0.7590
ko-KR	219	0.7580
lt-LT	195	0.7231
lv-LV	213	0.6995
ms-MY	210	0.9095
nb-NO	196	0.9082
nl-BE	227	0.9736
nl-NL	224	0.9732
oc-FR	196	0.8673
pl-PL	232	0.8319
pt-AO	227	0.9868
pt-BR	236	0.9915
pt-MZ	234	0.9915
pt-PT	216	0.9954
ro-RO	210	0.8048
ru-RU	225	0.8400
sk-SK	197	0.8071
sl-SI	208	0.8269
sv-FI	212	0.9764
sv-SE	189	0.9577
sw-KE	204	0.8088
th-TH	196	0.5612
tr-TR	214	0.7804
uk-UA	200	0.8450
vi-VN	184	0.8207
zh-CN	208	0.9712
zh-SG	198	0.9848
zh-TW	385	0.9584

What the classifier confuses

Each line is a sentence whose true intent the classifier read as another intent. Two skills on one line is a collision the fleet should resolve.

• thalovant-skill-date-time.thalovant:days.until read as thalovant-skill-date-time.thalovant:holiday.when (18): "วันกองทัพแคนาดาเมื่อไหร่" (th-TH)
• thalovant-skill-joke-garden.thalovant:party.host read as thalovant-skill-rewrite-forge.thalovant:rewrite.forge (16): "raste bursdag personen men hold det hyggelig" (nb-NO)
• thalovant-skill-news.thalovant:global.news read as thalovant-skill-news.thalovant:news (16): "เล่นข่าวโลกล่าสุด" (th-TH)
• thalovant-skill-news.thalovant:news read as thalovant-skill-news.thalovant:global.news (13): "prikaži najnovije svjetske vijesti" (hr-HR)
• thalovant-skill-interaction-modes.thalovant:party.mode.disable read as thalovant-skill-interaction-modes.thalovant:party.mode.enable (12): "esti tipu de fiesta" (ast-ES)
• thalovant-skill-joke-garden.thalovant:joke.garden read as thalovant-skill-joke-garden.thalovant:party.host (12): "วิ่งเรื่องเล็กๆ" (th-TH)
• thalovant-skill-safety-guide.thalovant:safety.guide read as thalovant-skill-guide.thalovant:TroubleshootThalovant (10): "kako zaustaviti rez od krvarenja" (hr-HR)
• thalovant-skill-source-scout.thalovant:source.scout read as thalovant-skill-rewrite-forge.thalovant:rewrite.forge (10): "יחידות הפוך" (he-IL)
• thalovant-skill-weather.thalovant:snow.weather read as thalovant-skill-weather.thalovant:condition.weather (10): "風會發生嗎?" (zh-TW)
• thalovant-skill-interaction-modes.thalovant:party.mode.enable read as thalovant-skill-interaction-modes.thalovant:party.mode.disable (9): "chuyển sang chế độ bữa tiệc" (vi-VN)
• thalovant-skill-safety-guide.thalovant:safety.guide read as thalovant-skill-source-scout.thalovant:source.scout (9): "jaké zdroje mám zkontrolovat?" (cs-CZ)
• thalovant-skill-weather.thalovant:condition.weather read as thalovant-skill-weather.thalovant:current.weather (9): "hva er forholdene utenfor" (nb-NO)
• thalovant-skill-guide.thalovant:TroubleshootThalovant read as thalovant-skill-guide.thalovant:FirstSetup (8): "cum să rezolv thalovant" (ro-RO)
• thalovant-skill-language-buddy.thalovant:language.buddy read as thalovant-skill-rewrite-forge.thalovant:rewrite.forge (8): "このホテルメッセージをスペイン語に翻訳してください" (ja-JP)
• thalovant-skill-timer.thalovant:timer.pause read as thalovant-skill-timer.thalovant:timer.cancel (8): "dừng bộ đếm thời gian" (vi-VN)

Trained from the corpus built 2026-09-24T03:38:31Z covering 21 skills.