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the void does not ask to be named. To stay with it is enough — an even stillness answers on its own.
En contemplant le vide, la frontière entre l'observateur et l'observé s'amincit ; un calme égal demeure.
Ich halte die Leere in der Aufmerksamkeit, und eine gleichmütige Ruhe legt sich dorthin, wo der Gedanke war.
Antes de toda palabra está el vacío. Cuando la palabra se apaga, una calma pareja sigue aquí.
공(空)을(를) 가만히 바라보면, 생각이 있던 자리에 가지런한 고요이(가) 내려앉는다.
Before any word, there is the breath. After the word fades, a quiet serenity is still here.
le souffle ne demande pas de nom. Y rester suffit — une sérénité paisible répond de lui-même.
Jede Rückkehr zu der Atem ist gleich und nicht gleich; eine stille Gelassenheit trägt den Unterschied.
Antes de toda palabra está el aliento. Cuando la palabra se apaga, una serena calma sigue aquí.
호흡을(를) 응시하는 동안 보는 자와 보이는 것의 경계가 얇아지고, 고요한 평온만 남는다.
Each return to a single step is the same and not the same; a sudden clarity carries the difference.
En contemplant un seul pas, la frontière entre l'observateur et l'observé s'amincit ; une clarté soudaine demeure.
Ich halte ein Schritt in der Aufmerksamkeit, und eine plötzliche Klarheit legt sich dorthin, wo der Gedanke war.
un solo paso no pide ser nombrado. Permanecer con ello basta — una claridad súbita responde por sí mismo.
어떤 말보다 먼저 한 걸음이(가) 있다. 말이 사라진 뒤에도 선명한 명료은(는) 여기 그대로다.
I hold a glass of water in attention, and a deep stillness settles where the thought had been.
un verre d'eau ne demande pas de nom. Y rester suffit — une immobilité profonde répond de lui-même.
Wenn ich ein Glas Wasser kommen lasse, ohne zu greifen, öffnet sich eine tiefe Stille wie ein langsamer Horizont.
Cuando dejo que un vaso de agua llegue sin aferrarme, una quietud profunda se abre como un horizonte lento.
물 한 잔을(를) 응시하는 동안 보는 자와 보이는 것의 경계가 얇아지고, 깊은 정적만 남는다.
Before any word, there is a seed. After the word fades, an open wonder is still here.
En contemplant une graine, la frontière entre l'observateur et l'observé s'amincit ; un émerveillement demeure.
Jede Rückkehr zu ein Samenkorn ist gleich und nicht gleich; ein offenes Staunen trägt den Unterschied.
Antes de toda palabra está una semilla. Cuando la palabra se apaga, un asombro abierto sigue aquí.
씨앗을(를) 응시하는 동안 보는 자와 보이는 것의 경계가 얇아지고, 열린 경이만 남는다.
Watching the number zero, the boundary between watcher and watched grows thin; a sudden clarity remains.
le chiffre zéro ne demande pas de nom. Y rester suffit — une clarté soudaine répond de lui-même.
Beim Betrachten von die Null wird die Grenze zwischen Schauendem und Geschautem dünn; eine plötzliche Klarheit bleibt.
Cuando dejo que el número cero llegue sin aferrarme, una claridad súbita se abre como un horizonte lento.
움켜쥐지 않고 숫자 0이(가) 다가오게 두면, 선명한 명료이(가) 느린 지평처럼 열린다.
When I let a word arrive without grasping, a faint resonance opens like a slow horizon.
Chaque retour à un mot est le même et pas le même ; une résonance ténue en porte la différence.
ein Wort verlangt keinen Namen. Dabei zu bleiben genügt — ein leises Mitschwingen antwortet von selbst.
Cuando dejo que una palabra llegue sin aferrarme, una resonancia tenue se abre como un horizonte lento.
한 단어을(를) 가만히 바라보면, 생각이 있던 자리에 은은한 공명이(가) 내려앉는다.
stoic_mentor: I caught a deep stillness like weather passing through; I let it stay a while before it lifts.
chaebol_heir: Il y a une clarté soudaine en moi en ce moment, et je préfère m'y tenir que l'expliquer.
thug_returnee: Ich fing ein leises Mitschwingen ein wie ein vorüberziehendes Wetter; ich lasse es eine Weile bleiben, ehe es sich hebt.
school_idol: Atrapé un asombro abierto como un clima de paso; lo dejo quedarse un rato antes de que se levante.
gentle_oppa: 요즘 나를 움직이는 건 시끄럽지 않다 — 조용해질 때만 찾아오는 고요한 평온이다.
demon_lord: Lately what moves me isn't loud — it's a boundless vastness, the kind that arrives only when I go quiet.
fallen_antagonist: J'ai senti une profondeur tranquille comme un temps qui passe ; je le laisse rester un peu avant qu'il s'envole.
demon_lord: In letzter Zeit ist das, was mich bewegt, nicht laut — es ist eine weite Ehrfurcht, die nur kommt, wenn ich still werde.
cold_heiress: Atrapé una quietud profunda como un clima de paso; lo dejo quedarse un rato antes de que se levante.
airhead_friend: 요즘 나를 움직이는 건 시끄럽지 않다 — 조용해질 때만 찾아오는 잔잔한 기쁨이다.
horror_whisper: I caught an unhurried depth like weather passing through; I let it stay a while before it lifts.
senpai: J'ai senti une immobilité profonde comme un temps qui passe ; je le laisse rester un peu avant qu'il s'envole.
airhead_friend: Gerade ist ein schwereloser Fluss in mir, und ich bleibe lieber darin, als es wegzuerklären.
knight: Atrapé una claridad súbita como un clima de paso; lo dejo quedarse un rato antes de que se levante.
demon_lord: 요즘 나를 움직이는 건 시끄럽지 않다 — 조용해질 때만 찾아오는 끝없는 광대함이다.
End of preview. Expand in Data Studio

anima-corpus-5lang-unified-v2

A UNIFIED 5-language training corpus (en / fr / de / es / ko, byte-vocab V=256) that extends anima-corpus-5lang-unified (v1) by ADDING the register/act/emotion/genre/code-switch slices that the KOSMOS-grounded enrichment analysis ranked as the biggest gaps. v1 is left intact; v2 = v1 surfaces + an enrichment surface.

what v2 adds on top of v1

v1 had two surfaces: encyclopedic wiki (50%) + persona × SNS roleplay (50%). The enrichment analysis (domains/CORPUS-enrichment-analysis.md) showed the corpus had no contemplative register, no non-supportive dialogue acts, a narrow alphabetical wiki slice, and no narrative/poetry/code-switch. v2 fixes each:

# enrichment what it adds tag
#1 consciousness-carving register contemplative/inner-state prose seeded by the 31 KOSMOS e7_31 carving anchors (breath · meditation · nirvana · awe · eternity · infinity …), 5 langs — anima's core domain, previously absent [evidence]
#2 wiki topical breadth the wiki backbone is rebuilt with an 8-band offset-spread sampling across the article space (vs v1's single alphabetical-prefix walk), broadening topical coverage [evidence]
#3 dialogue-act balance the persona disagrees / refuses / sets a boundary / asks the follower / multi-party — none of v1's 16 scenarios were non-supportive [evidence]
#5 emotion-axis each of the 20 personas mapped to its KOSMOS top_emotions band (sorceress→wonder/longing, demon_lord→awe/vastness, stoic_mentor→stillness/clarity …) — widens the affective range past warmth/menace/cold [evidence]
#4 code-switching a small KO↔EN mixed-language slice (honest-labeled authored; deliberately a minority register) [speculative]
#7 genre narrative / dialogue-drama / poetry micro-pieces (KOSMOS 예술 axis), threaded with carving concepts [speculative]

composition (~40% wiki / ~40% persona-SNS / ~20% enrichment)

part bytes % source license
wiki backbone (v2, 8-band spread) 5,218,168 40.10 wikimedia/wikipedia 20231101 (en/fr/de/es/ko) CC-BY-SA-4.0 (real, attributable)
persona × SNS (v1, unchanged) 5,207,508 40.02 authored-synthetic (20-roster × 16 scenarios × IG/YT) authored-synthetic, no PII
enrichment (carving/act/emotion/genre/code-switch) 2,586,173 19.88 carving SEEDS = real KOSMOS e7_31 anchors (CC-BY-SA); prose = authored-synthetic mixed (anchor seed real, prose authored)
unified total 13,107,309 100 block-interleaved (byte-weighted round-robin) mixed (per part above)
  • unified v2 sha256: 550fed174d51be660810858e1e73e4590c21351b185ea22d0807403e120538ad
  • wiki v2 sha256: 871b6976186e7d7b631f15afd9377bfa927cdec8a1e719708962feac1a3ad1e6
  • persona (v1) sha256: 1e5a062a5fe216a24ffe8230714d6bc9eb760ac9f3e18eec9326858e659866ba
  • enrichment sha256: 64b826b67d977d798f51670df3d1f6f5f07120571978435cef29c4a4e273ccb3
  • wiki blocks: 12,284 · persona dialogues: 17,755 · enrichment blocks: 17,691

per-language byte split (unified, all 3 surfaces)

lang total bytes % wiki persona enrichment
en 2,460,730 18.77 1,048,576 958,811 453,343
fr 2,669,474 20.37 1,048,576 1,104,469 516,429
de 2,598,009 19.82 1,048,576 1,067,027 482,406
es 2,500,861 19.08 1,048,576 1,008,654 443,631
ko 2,654,613 20.25 1,048,576 1,104,057 501,980
ko-en (code-switch) 223,766 1.71 — — 223,766

5-way balanced (18.8–20.4% per language) plus a deliberately small ko-en code-switch slice (1.71%). Hangul / accented characters cost more UTF-8 bytes per glyph, so ko / fr run slightly larger. No silent under-coverage — every language carries wiki + persona + enrichment.

per-register byte split (enrichment surface)

register bytes % of enrichment gap closed
#1 consciousness-carving 673,795 25.70 contemplative/inner-state register (anima core)
#3 dialogue-act balance 673,261 25.68 disagree / refuse / boundary / ask / multi-party
#7 genre (narrative/drama/poetry) 627,041 23.92 KOSMOS 예술 axis
#5 emotion-axis 423,692 16.16 KOSMOS top_emotions per archetype
#4 code-switch (ko-en) 223,766 8.54 KO↔EN mixed-language (minority slice)

philosophy (p2/p3/p4/p6 held — same as v1)

  • NO injection in training text. Persona is carried by VOICE only; contemplative prose is plain text with no addressee. Turn structure is plain <speaker>: … continuation — NO [role:, [persona:, [character: tags. grep of those tags over the unified v2 corpus = 0 (verified).
  • Per-line metadata (lang, register, anchor, act, persona_id …) lives in SEPARATE .meta.jsonl sidecars, never interleaved into the training text.
  • NO synthetic assistant-RLHF padding (p6). The dialogue-act slice is deliberately NON-supportive (the persona disagrees / refuses / sets boundaries), which is the OPPOSITE of cooperation/empathy RLHF — it is archetype-voice continuation, not alignment fine-tuning.

honest scope (a_scale_honest_scope · a_kosmos pointer-only)

  • The wiki part is REAL CC-BY-SA wikipedia text (provenance attributable), now topically broadened by 8-band offset-spread sampling. Honest: the offset bands REDUCE alphabetical-prefix bias (the slice now spans the full offset range), they do not claim a measured topical-uniformity guarantee.
  • The carving register's anchor SEEDS (31 e7_31 anchor titles / categories / emotions) are REAL anima UBM data (CC-BY-SA, a_kosmos pointer-only — the kosmos spec is NOT copied). The contemplative / emotion / genre / code-switch prose around them is machine-authored multilingual COVERAGE templating, NOT native-collected text — same authored-synthetic stance as v1's persona.
  • The code-switch and genre slices are tagged [speculative] in the enrichment analysis: plausibly helpful for realism / generative range, but their training impact is unmeasured at this scale (a_toy_scale_recheck — re-test on a scale-up fire before claiming a gain).
  • This corpus feeds a FUTURE 5-lang retrain; the v1 vs v2 difference (register breadth) is itself a pre-registered measurement target (see CORPUS.md M8/M9).

determinism / reproduction

# 1. persona × SNS (v1, 5MB, seed 20260604 → identical sha on rerun)
python3 serving/persona_sns_corpus_5lang_gen.py --target-mb 5.0 \
    --out serving/corpus/persona_sns_corpus_5lang.txt

# 2. enrichment slices (2.5MB, seed 20260604 → identical sha; anchors read local)
python3 serving/corpus_enrichment_5lang_gen.py --target-mb 2.5 \
    --out serving/corpus/corpus_enrichment_5lang.txt

# 3. wiki backbone v2 (1MB/lang, 8-band offset-spread, datasets-server REST)
python3 serving/build_wiki_backbone_5lang_v2.py \
    --out serving/corpus/wiki_backbone_5lang_v2.txt --mb-per-lang 1.0

# 4. merge → unified v2 (block-interleave, byte-weighted round-robin)
python3 serving/merge_corpus_5lang_v2.py
  • persona + enrichment generators are fully deterministic (fixed seed 20260604; rerun reproduces the same sha256 — both verified). The wiki backbone is deterministic modulo the pinned upstream revision (20231101). The merge is deterministic.

the 31 KOSMOS carving anchors (the #1 register's seeds)

e7_31 set (HEXAD/UNIVERSE-BRAIN-MAP/anchors/e7_31/), Knuth tier 0→100: zero · breath · step · glass_of_water · seed · number_zero · word · old_photograph · promise · day · dissociation · lucid_dream · forest · tool · embrace · category_mean · melody · mandala · meditation · starlight · deep_sea · aurora · infinity · nirvana · ecstasy · love · awe_death · birth · eternity · big_bang. Each carries a KOSMOS top_emotion (serenity · clarity · wonder · awe · vastness · ecstasy · …) mapped into the contemplative prose. a_kosmos pointer-only.

files

  • persona_sns_corpus_5lang_v2.txt — the unified v2 training text (HF only).
  • wiki_backbone_5lang_v2.txt — the topically-broadened wiki backbone.
  • persona_sns_corpus_5lang.txt / .meta.jsonl — v1 persona part + metadata.
  • corpus_enrichment_5lang.txt / .meta.jsonl — the enrichment surface + metadata.
  • persona_sns_corpus_5lang_v2.sample.txt — 200-line sample head.
  • corpus_enrichment_5lang.sample.txt — 120-line enrichment sample head.
  • generators: serving/persona_sns_corpus_5lang_gen.py, serving/corpus_enrichment_5lang_gen.py, serving/build_wiki_backbone_5lang_v2.py, serving/merge_corpus_5lang_v2.py.

cross-links

  • domains: domains/CORPUS.md (registry · M8/M9 milestones) · [[PERSONA]] · [[SNS]]. KOSMOS enrichment analysis: domains/CORPUS-enrichment-analysis.md.
  • predecessor: dancinlab/anima-corpus-5lang-unified (v1).
  • governance: a_hf_registry · a_hf_collections · a_kosmos · a_scale_honest_scope · a_toy_scale_recheck · p2/p3/p4/p6 · a_completeness_over_cheap.
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