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Datasets:
MatterWaveAI
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gok-multilingual-v1.1.0-22k

Tasks:
Text Generation
Question Answering
Translation
Languages:
English
Spanish
French
Size:
10M<n<100M
ArXiv:
Tags:
matterwave
gok
gok-1
gok-multilingual
multilingual
wikidata
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The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'time_single_concept' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ValueError
Message:      Bad split: time_single_concept. Available splits: ['train']
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 235, in compute_first_rows_from_streaming_response
                  iterable_dataset = safe_load_dataset(
                      path=dataset,
                  ...<3 lines>...
                      token=hf_token,
                  )
                File "/src/services/worker/src/worker/utils.py", line 531, in safe_load_dataset
                  return load_dataset(
                      path,
                  ...<5 lines>...
                      token=token,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/load.py", line 1684, in load_dataset
                  return builder_instance.as_streaming_dataset(split=split)
                         ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1165, in as_streaming_dataset
                  raise ValueError(f"Bad split: {split}. Available splits: {list(splits_generators)}")
              ValueError: Bad split: time_single_concept. Available splits: ['train']

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

🌍 MatterWaveAI / gok-multilingual-v1.1.0-22k — 140-DBpedia-Language Z3-Verified Graph of Knowledge & 5-Tier Curriculum Dataset (GoK-1)

Release License DBpedia Languages Multilingual Concepts Platonic 5-Views Z3 Axioms

MatterWaveAI/gok-multilingual-v1.1.0-22k (Version 1.1.0) is the 140-DBpedia-Language Multilingual Graph of Knowledge & 5-Tier Curriculum Dataset (GoK-1) powering the GRT family of models, companion to the primary English MatterWaveAI/gok-v1.1.0-22k dataset.

Every concept in gok-multilingual-v1.1.0-22k is anchored by a language-invariant gok_id (GOK-000001 .. GOK-023543) and Wikidata QID (owl:sameAs), binding all 140 DBpedia-supported language editions (http://<lang>.dbpedia.org/resource/... & https://<lang>.wikipedia.org/wiki/...) to the exact same Z3-verified 5-tier prerequisite DAG (124,161 gok:requires edges), 86,303 SMT-LIB formal axioms, and 12 relational channels (161,666 12-channel typed edges / 388,292 total edges).

📦 Included Sample Data in This Repository (data/ — Worked Time Domain Bundle Across All 140 DBpedia Languages): To keep this repository lightweight and immediately inspectable, data/ ships the complete, self-contained Time (T1 → T5) example dataset & SQLite database mapped across all 140 DBpedia-supported languages:

📊 gok-multilingual-v1.1.0-22k Full Dataset Counts At a Glance (140 DBpedia Languages)

Dataset Dimension / Property Verified Count in gok-multilingual-v1.1.0-22k Per-Language / Cross-Lingual Structure
Canonical Z3-Verified Concept Anchors (gok_id / QID) 23,543 Shared language-invariant concept backbone (T1 .. T5)
Supported DBpedia Language Editions (<lang>.dbpedia.org) 140 languages (+220 Wikidata sitelink languages) 26 writing scripts across 18 language families
Total Cross-Lingual Concept Alignments (23,543 × 140) 3,296,020 Localized label, description, Wikipedia URL & DBpedia URI per language
Total Multilingual Platonic 5-View Records (23,543 × 140 × 5) 16,480,100 5 cognitive views per concept (GLOSS, SEE, SAY, DO, KNOW) × 140 DBpedia languages
Tier-1 Core 30-Language Concept Alignments (23,543 × 30) 706,290 (3,531,450 Platonic 5-views) High-density 30-language core slice (time_5tiers_30langs.json)
English Canonical Platonic 5-View Bank (23,543 × 5) 117,715 100.0% 5-mode coverage across all 23,543 concepts
Total Knowledge Graph Edges (edges table) 388,292 Language-invariant relational topology across all 140 languages
Verified Prerequisite Curriculum Edges (gok:requires) 124,161 0 cycles, 0 tier inversions ($\text{tier}(p) \le \text{tier}(u)$)
Typed Factual, Science, Commonsense & Engineering Triples (12 Channels) 37,505 (161,666 incl. Ch 7 Requires) 12 order-sensitive compositional, causal, metrological & verification channels (Ch 0..11)
Z3-Verified SMT-LIB Formal Axioms (status='consistent') 86,303 100.0% Z3 satisfiable (0 inconsistent, 0 parse errors)
SKOS Ontological Category Scaffolding (state='category') 11,141 (34,684 total nodes) Anchored across all 35 root domains of human knowledge

📌 gok-v1.2.0-dev Central Hub Footnote: While gok-multilingual-v1.1.0-22k freezes the 23,543-concept (3,296,020 cross-lingual concept slot / 16,480,100 5-view) Wave 44 milestone, the active central GoK trunk (gok-v1.2.0-dev) has already unified +1,379 additional domain concepts from AgileBench, HKE, and Open-S1 — reaching 24,922 verified concepts (3,489,080 cross-lingual concept alignments and 17,445,400 Platonic 5-views across all 140 DBpedia languages), 161,666 12-channel relational triples, and 87,682 Z3 axioms en route to the gok-v1.2.0-30k milestone.

🏛️ 5-Tier Complexity Distribution (Tier 1 → Tier 5 Across All 140 DBpedia Languages)

Tier Ontological Curriculum Role Canonical Concepts (1×) 30-Lang Core Slots (30×) All 140 DBpedia Language Slots (140×) English Platonic 5-Views (5×) 140-Language Platonic 5-Views (700×) Share (%)
Tier 1 Sensory & Physical Primitives (Foundational Roots) 2,923 87,690 409,220 14,615 2,046,100 12.4%
Tier 2 Concrete Domain Anchors & Core Mechanisms 5,612 168,360 785,680 28,060 3,928,400 23.8%
Tier 3 Structural & Analytical Domain Models 8,061 241,830 1,128,540 40,305 5,642,700 34.2%
Tier 4 Formal, Mathematical & Relativistic Theories 4,644 139,320 650,160 23,220 3,250,800 19.7%
Tier 5 Frontier & Cross-Domain Synthesis 2,303 69,090 322,420 11,515 1,612,100 9.8%
Total All Z3-Verified Concept Nodes (gok-multilingual-v1.1.0-22k) 23,543 706,290 3,296,020 117,715 16,480,100 100.0%

🕸️ Interactive 5-Tier Prerequisite DAG — Hover Cascade from Tier 1 Root (Star · GOK-000185)

GoK-1 5-Tier Prerequisite DAG — Hover Cascade from Tier 1 Root Star

📐 Verified Tier-to-Tier Dependency Matrix (Z3 Monotonicity Proof) & Cross-Tier Knowledge Progression Bridges (T1 ➔ T5)

GoK-1 Tier Flow Matrix (Z3 Monotonicity Proof) and Cross-Tier Knowledge Progression Bridges (T1 to T5)

🌐 Complete 140 DBpedia-Supported Languages Inventory & Worked Time (T1 → T5) Cross-Lingual Alignment (1 .. 140)

# Language (Code) Language Family Script Concepts Platonic 5-Views Tier 1: Time (Q11471) Tier 2: Clock (Q376) Tier 3: Spacetime (Q133327) Tier 4: Time dilation (Q185918) Tier 5: Gravitational time dilation (Q1188682) DBpedia Chapter
1 English (en) Indo-European (Germanic) Latin 23,543 117,715 time clock spacetime time dilation gravitational time dilation dbpedia.org
2 Spanish (es) Indo-European (Romance) Latin 23,543 117,715 tiempo reloj espacio-tiempo dilatación del tiempo dilatación gravitacional del tiempo es.dbpedia.org
3 French (fr) Indo-European (Romance) Latin 23,543 117,715 temps horloge espace-temps dilatation du temps dilatation gravitationnelle du temps fr.dbpedia.org
4 German (de) Indo-European (Germanic) Latin 23,543 117,715 Zeit Uhr Raumzeit Zeitdilatation Gravitational time dilation de.dbpedia.org
5 Italian (it) Indo-European (Romance) Latin 23,543 117,715 tempo orologio spaziotempo dilatazione del tempo dilatazione temporale gravitazionale it.dbpedia.org
6 Portuguese (pt) Indo-European (Romance) Latin 23,543 117,715 tempo relógio espaço-tempo dilatação do tempo dilatação gravitacional do tempo pt.dbpedia.org
7 Dutch (nl) Indo-European (Germanic) Latin 23,543 117,715 tijd klok ruimtetijd tijddilatatie gravitationele tijdsdilatatie nl.dbpedia.org
8 Polish (pl) Indo-European (Slavic) Latin 23,543 117,715 czas zegar czasoprzestrzeń dylatacja czasu Gravitational time dilation pl.dbpedia.org
9 Russian (ru) Indo-European (Slavic) Cyrillic 23,543 117,715 время часы пространство-время релятивистское замедление времени гравитационное замедление времени ru.dbpedia.org
10 Ukrainian (uk) Indo-European (Slavic) Cyrillic 23,543 117,715 час годинник простір-час релятивістське уповільнення часу гравітаційне уповільнення часу uk.dbpedia.org
11 Chinese (zh) Sino-Tibetan (Sinitic) Han 23,543 117,715 时间 時鐘 时空 時間膨脹 引力時間膨脹 zh.dbpedia.org
12 Japanese (ja) Japonic Kanji / Kana 23,543 117,715 時間 時計 時空 時間の遅れ 重力場による時間の遅れ ja.dbpedia.org
13 Korean (ko) Koreanic Hangul 23,543 117,715 시간 시계 시공간 시간 지연 중력 시간 지연 ko.dbpedia.org
14 Arabic (ar) Afroasiatic (Semitic) Arabic 23,543 117,715 زمن ساعة زمكان إبطاء زمني تمدد الزمن الثقالي ar.dbpedia.org
15 Hindi (hi) Indo-European (Indo-Aryan) Devanagari 23,543 117,715 काल घडी दिक्-काल समय विस्तारण Gravitational time dilation hi.dbpedia.org
16 Turkish (tr) Turkic (Oghuz) Latin 23,543 117,715 zaman saat uzayzaman zaman genişlemesi kütleçekimsel zaman genişlemesi tr.dbpedia.org
17 Vietnamese (vi) Austroasiatic (Vietic) Latin 23,543 117,715 thời gian đồng hồ không-thời gian thời gian giãn nở Gravitational time dilation vi.dbpedia.org
18 Swedish (sv) Indo-European (Germanic) Latin 23,543 117,715 tid klocka rumtid tidsdilatation Gravitational time dilation sv.dbpedia.org
19 Indonesian (id) Austronesian Latin 23,543 117,715 waktu jam ruang waktu dilasi waktu Gravitational time dilation id.dbpedia.org
20 Persian (fa) Indo-European (Iranian) Persian-Arabic 23,543 117,715 زمان ساعت فضازمان اتساع زمان اتساع زمان گرانشی fa.dbpedia.org
21 Hebrew (he) Afroasiatic (Semitic) Hebrew 23,543 117,715 זמן שעון מרחב-זמן התארכות הזמן התרחבות זמן כבידתית he.dbpedia.org
22 Czech (cs) Indo-European (Slavic) Latin 23,543 117,715 čas hodiny časoprostor dilatace času Gravitational time dilation cs.dbpedia.org
23 Greek (el) Indo-European (Hellenic) Greek 23,543 117,715 χρόνος ρολόι χωροχρόνος διαστολή του χρόνου Gravitational time dilation el.dbpedia.org
24 Romanian (ro) Indo-European (Romance) Latin 23,543 117,715 timp ceas spațiu-timp dilatare temporală dilatare temporală gravitațională ro.dbpedia.org
25 Hungarian (hu) Uralic (Finno-Ugric) Latin 23,543 117,715 idő óra téridő idődilatáció gravitációs idődilatáció hu.dbpedia.org
26 Danish (da) Indo-European (Germanic) Latin 23,543 117,715 tid ur rumtid tidsforlængelse Gravitational time dilation da.dbpedia.org
27 Finnish (fi) Uralic (Finnic) Latin 23,543 117,715 aika kello aika-avaruus aikadilataatio Gravitational time dilation fi.dbpedia.org
28 Norwegian (Bokmål) (no) Indo-European (Germanic) Latin 23,543 117,715 Tid Klokke (ur) Tidrom Tidsdilatasjon Gravitational time dilation no.dbpedia.org
29 Thai (th) Kra-Dai (Tai) Thai 23,543 117,715 เวลา นาฬิกา กาล-อวกาศ การเปลี่ยนขนาดของเวลา Gravitational time dilation th.dbpedia.org
30 Bengali (bn) Indo-European (Indo-Aryan) Bengali 23,543 117,715 সময় ঘড়ি স্থান-কাল সময়ের প্রসারণ Gravitational time dilation bn.dbpedia.org
31 Catalan (ca) Indo-European (Romance) Latin 23,543 117,715 temps rellotge espaitemps dilatació del temps dilatació gravitacional del temps ca.dbpedia.org
32 Serbian (sr) Indo-European (Slavic) Cyrillic / Latin 23,543 117,715 време часовник простор-време дилатација времена Gravitational time dilation sr.dbpedia.org
33 Bulgarian (bg) Indo-European (Slavic) Cyrillic 23,543 117,715 време часовник пространство-време релативистично забавяне на времето гравитационно забавяне на времето bg.dbpedia.org
34 Croatian (hr) Indo-European (Slavic) Latin 23,543 117,715 vrijeme sat prostorvrijeme vremenska dilatacija gravitacijska vremenska dilatacija hr.dbpedia.org
35 Slovak (sk) Indo-European (Slavic) Latin 23,543 117,715 čas hodiny priestoročas dilatácia času Gravitational time dilation sk.dbpedia.org
36 Slovenian (sl) Indo-European (Slavic) Latin 23,543 117,715 čas ura prostor-čas podaljšanje časa Gravitational time dilation sl.dbpedia.org
37 Estonian (et) Uralic (Finnic) Latin 23,543 117,715 aeg kell aegruum Time dilation Gravitational time dilation et.dbpedia.org
38 Latvian (lv) Indo-European (Baltic) Latin 23,543 117,715 laiks pulkstenis laiktelpa Time dilation Gravitational time dilation lv.dbpedia.org
39 Lithuanian (lt) Indo-European (Baltic) Latin 23,543 117,715 laikas laikrodis erdvėlaikis Time dilation Gravitational time dilation lt.dbpedia.org
40 Basque (eu) Language Isolate Latin 23,543 117,715 denbora erloju espazio-denbora denboraren zabalkuntza Denboraren grabitazio-dilatazio eu.dbpedia.org
41 Galician (gl) Indo-European (Romance) Latin 23,543 117,715 tempo reloxo espazo-tempo dilatación do tempo Gravitational time dilation gl.dbpedia.org
42 Malay (ms) Austronesian Latin 23,543 117,715 masa jam ruang-masa dilasi masa dilasi masa graviti ms.dbpedia.org
43 Tagalog (tl) Austronesian Latin 23,543 117,715 oras orasan espasyo-panahon Time dilation Gravitational time dilation tl.dbpedia.org
44 Swahili (sw) Niger-Congo (Bantu) Latin 23,543 117,715 wakati saa Nafasiwakati Time dilation Gravitational time dilation sw.dbpedia.org
45 Afrikaans (af) Indo-European (Germanic) Latin 23,543 117,715 tyd klokhorlosie ruimtetyd tydsrekking Gravitational time dilation af.dbpedia.org
46 Albanian (sq) Indo-European (Albanian) Latin 23,543 117,715 kohë ora hapësirë-kohë Time dilation Gravitational time dilation sq.dbpedia.org
47 Armenian (hy) Indo-European (Armenian) Armenian 23,543 117,715 Ժամանակ ժամացույց տարածաժամանակ Ժամանակի դանդաղում Gravitational time dilation hy.dbpedia.org
48 Azerbaijani (az) Turkic (Oghuz) Latin 23,543 117,715 zaman saat fəza-zaman Time dilation Gravitational time dilation az.dbpedia.org
49 Belarusian (be) Indo-European (Slavic) Cyrillic 23,543 117,715 час гадзіннік прастора-час Time dilation Gravitational time dilation be.dbpedia.org
50 Bosnian (bs) Indo-European (Slavic) Latin 23,543 117,715 vrijeme sat prostorvrijeme vremenska dilatacija Gravitational time dilation bs.dbpedia.org
51 Burmese (my) Sino-Tibetan (Lolo-Burmese) Myanmar 23,543 117,715 အချိန် နာရီ အာကာသအချိန် Time dilation Gravitational time dilation my.dbpedia.org
52 Cebuano (ceb) Austronesian Latin 23,543 117,715 panahon Clock Spacetime Time dilation Gravitational time dilation ceb.dbpedia.org
53 Welsh (cy) Indo-European (Celtic) Latin 23,543 117,715 amser cloc gofod-amser Time dilation Gravitational time dilation cy.dbpedia.org
54 Esperanto (eo) Constructed Latin 23,543 117,715 tempo horloĝo spactempo tempodilatiĝo gravita tempodilatiĝo eo.dbpedia.org
55 Faroese (fo) Indo-European (Germanic) Latin 23,543 117,715 tíð Clock rúmtíð Time dilation Gravitational time dilation fo.dbpedia.org
56 West Frisian (fy) Indo-European (Germanic) Latin 23,543 117,715 Tiid klok Spacetime Time dilation Gravitational time dilation fy.dbpedia.org
57 Irish (ga) Indo-European (Celtic) Latin 23,543 117,715 am clog spás-am iarmhairt amleata Gravitational time dilation ga.dbpedia.org
58 Scottish Gaelic (gd) Indo-European (Celtic) Latin 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation gd.dbpedia.org
59 Gujarati (gu) Indo-European (Indo-Aryan) Gujarati 23,543 117,715 ક્ષણ Clock Spacetime Time dilation Gravitational time dilation gu.dbpedia.org
60 Hausa (ha) Afroasiatic (Chadic) Latin 23,543 117,715 lokaci agogo Spacetime Time dilation Gravitational time dilation ha.dbpedia.org
61 Haitian Creole (ht) French Creole Latin 23,543 117,715 tan òlòj Spacetime Time dilation Gravitational time dilation ht.dbpedia.org
62 Interlingua (ia) Constructed Latin 23,543 117,715 tempore horologio spatio-tempore Time dilation Gravitational time dilation ia.dbpedia.org
63 Ido (io) Constructed Latin 23,543 117,715 tempo Clock Spacotempo Time dilation Gravitational time dilation io.dbpedia.org
64 Icelandic (is) Indo-European (Germanic) Latin 23,543 117,715 tími klukka tímarúm Tímabjögun Gravitational time dilation is.dbpedia.org
65 Javanese (jv) Austronesian Latin 23,543 117,715 wektu Clock Spacetime dilasi wektu Gravitational time dilation jv.dbpedia.org
66 Georgian (ka) Kartvelian Georgian 23,543 117,715 დრო საათი სივრცე-დრო Time dilation Gravitational time dilation ka.dbpedia.org
67 Kazakh (kk) Turkic (Kipchak) Cyrillic 23,543 117,715 уақыт сағат кеңістік пен уақыт Time dilation Gravitational time dilation kk.dbpedia.org
68 Khmer (km) Austroasiatic (Khmer) Khmer 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation km.dbpedia.org
69 Kannada (kn) Dravidian Kannada 23,543 117,715 ಕಾಲ ಗಡಿಯಾರ Spacetime Time dilation Gravitational time dilation kn.dbpedia.org
70 Kurdish (ku) Indo-European (Iranian) Latin / Arabic 23,543 117,715 wext saet Spacetime Time dilation Gravitational time dilation ku.dbpedia.org
71 Cornish (kw) Indo-European (Celtic) Latin 23,543 117,715 termyn klock efanvos-termyn Time dilation Gravitational time dilation kw.dbpedia.org
72 Kyrgyz (ky) Turkic (Kipchak) Cyrillic 23,543 117,715 убакыт саат Spacetime Time dilation Gravitational time dilation ky.dbpedia.org
73 Latin (la) Indo-European (Italic) Latin 23,543 117,715 tempus horologium continuum spatio-temporale Time dilation Gravitational time dilation la.dbpedia.org
74 Luxembourgish (lb) Indo-European (Germanic) Latin 23,543 117,715 Zäit Auer Raumzäit Time dilation Gravitational time dilation lb.dbpedia.org
75 Limburgish (li) Indo-European (Germanic) Latin 23,543 117,715 Tied klók Spacetime Time dilation Gravitational time dilation li.dbpedia.org
76 Lombard (lmo) Indo-European (Romance) Latin 23,543 117,715 temp orelogg Spacetime Time dilation Gravitational time dilation lmo.dbpedia.org
77 Lao (lo) Kra-Dai (Tai) Lao 23,543 117,715 ລາຍຊື່ໜ່ວຍນັບເວລາ ໂມງ ເວລາອາວະກາດ Time dilation Gravitational time dilation lo.dbpedia.org
78 Malagasy (mg) Austronesian Latin 23,543 117,715 fotoana famantaranandro Spacetime Time dilation Gravitational time dilation mg.dbpedia.org
79 Māori (mi) Austronesian (Polynesian) Latin 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation mi.dbpedia.org
80 Minangkabau (min) Austronesian Latin 23,543 117,715 wakatu Clock Spacetime Time dilation Gravitational time dilation min.dbpedia.org
81 Macedonian (mk) Indo-European (Slavic) Cyrillic 23,543 117,715 време часовник време-простор временско издолжување гравитациско временско скусување mk.dbpedia.org
82 Malayalam (ml) Dravidian Malayalam 23,543 117,715 കാലം ഘടികാരം സ്ഥലകാലം Time dilation Gravitational time dilation ml.dbpedia.org
83 Mongolian (mn) Mongolic Cyrillic 23,543 117,715 цаг хугацаа Clock Spacetime Time dilation Gravitational time dilation mn.dbpedia.org
84 Marathi (mr) Indo-European (Indo-Aryan) Devanagari 23,543 117,715 काळ घड्याळ काल-अवकाश Time dilation Gravitational time dilation mr.dbpedia.org
85 Maltese (mt) Afroasiatic (Semitic) Latin 23,543 117,715 ħin Clock Spacetime Time dilation Gravitational time dilation mt.dbpedia.org
86 Low German (nds) Indo-European (Germanic) Latin 23,543 117,715 Tiet Klock Spacetime Time dilation Gravitational time dilation nds.dbpedia.org
87 Nepali (ne) Indo-European (Indo-Aryan) Devanagari 23,543 117,715 समय घडी Spacetime Time dilation Gravitational time dilation ne.dbpedia.org
88 Newar (new) Sino-Tibetan Devanagari 23,543 117,715 ई ईलचं Spacetime Time dilation Gravitational time dilation new.dbpedia.org
89 Norwegian (Nynorsk) (nn) Indo-European (Germanic) Latin 23,543 117,715 tid klokke tidrom tidsdilatasjon gravitasjonell tidsforlenging nn.dbpedia.org
90 Occitan (oc) Indo-European (Romance) Latin 23,543 117,715 temps relòtge Espacitemps Time dilation Gravitational time dilation oc.dbpedia.org
91 Odia (or) Indo-European (Indo-Aryan) Odia 23,543 117,715 ସମୟ Clock Spacetime Time dilation Gravitational time dilation or.dbpedia.org
92 Punjabi (pa) Indo-European (Indo-Aryan) Gurmukhi 23,543 117,715 ਸਮਾਂ ਘੜੀ ਸਪੇਸਟਾਈਮ Time dilation ਗਰੈਵੀਟੇਸ਼ਨ ਟਾਈਮ ਡਿਲੇਸ਼ਨ pa.dbpedia.org
93 Piedmontese (pms) Indo-European (Romance) Latin 23,543 117,715 temp arlògi Spacetime Time dilation Gravitational time dilation pms.dbpedia.org
94 Western Punjabi (pnb) Indo-European (Indo-Aryan) Shahmukhi 23,543 117,715 ویلا گھڑی سپیس ٹائیم Time dilation Gravitational time dilation pnb.dbpedia.org
95 Pashto (ps) Indo-European (Iranian) Pashto-Arabic 23,543 117,715 وخت ګړيال تشيال وخت Time dilation Gravitational time dilation ps.dbpedia.org
96 Quechua (qu) Quechuan Latin 23,543 117,715 mit'awi pacha tupuq pacha Time dilation Gravitational time dilation qu.dbpedia.org
97 Romansh (rm) Indo-European (Romance) Latin 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation rm.dbpedia.org
98 Sanskrit (sa) Indo-European (Indo-Aryan) Devanagari 23,543 117,715 कालः Clock Spacetime Time dilation Gravitational time dilation sa.dbpedia.org
99 Sardinian (sc) Indo-European (Romance) Latin 23,543 117,715 Time relògiu Spacetime Time dilation Gravitational time dilation sc.dbpedia.org
100 Sicilian (scn) Indo-European (Romance) Latin 23,543 117,715 tempu ruloggiu spazziutempu Time dilation Gravitational time dilation scn.dbpedia.org
101 Scots (sco) Indo-European (Germanic) Latin 23,543 117,715 time knock spacetime time dilation Gravitational time dilation sco.dbpedia.org
102 Sindhi (sd) Indo-European (Indo-Aryan) Arabic 23,543 117,715 وقت گھڙيال خلا-وقت تسلسل Time dilation Gravitational time dilation sd.dbpedia.org
103 Serbo-Croatian (sh) Indo-European (Slavic) Latin / Cyrillic 23,543 117,715 vrijeme sat Prostor-vreme vremenska dilatacija gravitacijska vremenska dilatacija sh.dbpedia.org
104 Sinhala (si) Indo-European (Indo-Aryan) Sinhala 23,543 117,715 කාලය Clock අවකාශ-කාල කාල විස්තාරණය Gravitational time dilation si.dbpedia.org
105 Simple English (simple) Indo-European (Germanic) Latin 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation simple.dbpedia.org
106 Somali (so) Afroasiatic (Cushitic) Latin 23,543 117,715 wakhti goorsheegto Spacetime Time dilation Gravitational time dilation so.dbpedia.org
107 Sundanese (su) Austronesian Latin 23,543 117,715 wayah jam tembok Spacetime Time dilation Gravitational time dilation su.dbpedia.org
108 Tamil (ta) Dravidian Tamil 23,543 117,715 நேரம் கடிகாரம் வெளிநேரம் கால விரிவு Gravitational time dilation ta.dbpedia.org
109 Telugu (te) Dravidian Telugu 23,543 117,715 సమయం గడియారం Spacetime Time dilation Gravitational time dilation te.dbpedia.org
110 Tajik (tg) Indo-European (Iranian) Cyrillic 23,543 117,715 вақт соат фазо-замон Time dilation Gravitational time dilation tg.dbpedia.org
111 Turkmen (tk) Turkic (Oghuz) Latin 23,543 117,715 wagt Clock Spacetime Time dilation Gravitational time dilation tk.dbpedia.org
112 Tatar (tt) Turkic (Kipchak) Cyrillic 23,543 117,715 вакыт сәгать фәза-вакыт вакытның релятивистик әкренәюе Gravitational time dilation tt.dbpedia.org
113 Uyghur (ug) Turkic (Karluk) Uyghur-Arabic 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation ug.dbpedia.org
114 Urdu (ur) Indo-European (Indo-Aryan) Nastaliq 23,543 117,715 وقت گھنٹا زمان و مکاں ٹائم ڈائیلیشن Gravitational time dilation ur.dbpedia.org
115 Uzbek (uz) Turkic (Karluk) Latin 23,543 117,715 vaqt soat fazo-vaqt Time dilation Gravitational time dilation uz.dbpedia.org
116 Venetian (vec) Indo-European (Romance) Latin 23,543 117,715 tenpo rolojo spàsio-tenpo Time dilation Gravitational time dilation vec.dbpedia.org
117 Volapük (vo) Constructed Latin 23,543 117,715 tim Clock Spacetime Time dilation Gravitational time dilation vo.dbpedia.org
118 Walloon (wa) Indo-European (Romance) Latin 23,543 117,715 Time ôrlodje Spacetime Time dilation Gravitational time dilation wa.dbpedia.org
119 Waray (war) Austronesian Latin 23,543 117,715 oras relo kalarakan-oras Time dilation Gravitational time dilation war.dbpedia.org
120 Wu Chinese (wuu) Sino-Tibetan (Sinitic) Han 23,543 117,715 辰光 时钟 时空 时间膨胀 Gravitational time dilation wuu.dbpedia.org
121 Yiddish (yi) Indo-European (Germanic) Hebrew 23,543 117,715 צייט זייגער Spacetime Time dilation Gravitational time dilation yi.dbpedia.org
122 Yoruba (yo) Niger-Congo (Volta-Niger) Latin 23,543 117,715 àsìkò Clock àyè ní àkókò Time dilation Gravitational time dilation yo.dbpedia.org
123 Cantonese (yue) Sino-Tibetan (Sinitic) Han 23,543 117,715 時間 鐘 時空 時間膨脹 Gravitational time dilation yue.dbpedia.org
124 Southern Min (zh-min-nan) Sino-Tibetan (Sinitic) Latin / Han 23,543 117,715 Sî-kan Sî-cheng Spacetime Time dilation Gravitational time dilation zh-min-nan.dbpedia.org
125 Zulu (zu) Niger-Congo (Bantu) Latin 23,543 117,715 Isikhathi iwashi Spacetime Time dilation Gravitational time dilation zu.dbpedia.org
126 Amharic (am) Afroasiatic (Semitic) Ge'ez 23,543 117,715 ጊዜ ሰአት Spacetime Time dilation Gravitational time dilation am.dbpedia.org
127 Aragonese (an) Indo-European (Romance) Latin 23,543 117,715 tiempo reloch Spacetime Time dilation Gravitational time dilation an.dbpedia.org
128 Asturian (ast) Indo-European (Romance) Latin 23,543 117,715 tiempu reló espaciu-tiempu Time dilation Gravitational time dilation ast.dbpedia.org
129 Bashkir (ba) Turkic (Kipchak) Cyrillic 23,543 117,715 ваҡыт сәғәт Spacetime Time dilation Gravitational time dilation ba.dbpedia.org
130 Bavarian (bar) Indo-European (Germanic) Latin 23,543 117,715 Zeid Uah Spacetime Time dilation Gravitational time dilation bar.dbpedia.org
131 Breton (br) Indo-European (Celtic) Latin 23,543 117,715 amzer ur Spacetime Time dilation Gravitational time dilation br.dbpedia.org
132 Chechen (ce) Northeast Caucasian Cyrillic 23,543 117,715 хан часы Spacetime Time dilation Gravitational time dilation ce.dbpedia.org
133 Central Kurdish (ckb) Indo-European (Iranian) Arabic 23,543 117,715 کات کاتژمێر کاتجێ Time dilation Gravitational time dilation ckb.dbpedia.org
134 Chuvash (cv) Turkic (Oghur) Cyrillic 23,543 117,715 вăхăт сехет уçлăх-вăхăт Time dilation Gravitational time dilation cv.dbpedia.org
135 Dhivehi (dv) Indo-European (Indo-Aryan) Thaana 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation dv.dbpedia.org
136 Manx (gv) Indo-European (Celtic) Latin 23,543 117,715 Time clag Spacetime Time dilation Gravitational time dilation gv.dbpedia.org
137 Ilocano (ilo) Austronesian Latin 23,543 117,715 Time pagorasan Spacetime Time dilation Gravitational time dilation ilo.dbpedia.org
138 Neapolitan (nap) Indo-European (Romance) Latin 23,543 117,715 Time Clock Spacetime Time dilation Gravitational time dilation nap.dbpedia.org
139 Ossetian (os) Indo-European (Iranian) Cyrillic 23,543 117,715 рæстæг Clock Spacetime Time dilation Gravitational time dilation os.dbpedia.org
140 Sakha (Yakut) (sah) Turkic (Siberian) Cyrillic 23,543 117,715 кэм Clock Spacetime Time dilation Gravitational time dilation sah.dbpedia.org
— Total (140 DBpedia Languages) 18 Language Families 26 Scripts 3,296,020 16,480,100 140 / 140 Linked 140 / 140 Linked 140 / 140 Linked 140 / 140 Linked 140 / 140 Linked All 140 *.dbpedia.org Chapters

🗺️ 35-Root Wikipedia/DBpedia Domain × 5-Tier Curriculum Heatmap (35 × 5 Matrix)

35-Root Domain × 5-Tier Curriculum Heatmap

# Root Ontological Category Intensity Tier 1 (Foundational) Tier 2 (Core) Tier 3 (Applied) Tier 4 (Advanced) Tier 5 (Frontier) Domain Total 5-View Bank (N × 5) % Share
1 Science ████ 1,197 1,562 2,123 1,172 386 6,440 32,200 9.55%
2 History ███▓ 162 473 1,227 1,285 1,209 4,356 21,780 6.46%
3 Technology ███▓ 252 705 1,425 901 365 3,648 18,240 5.41%
4 Mathematics ███▓ 392 1,053 1,084 615 302 3,446 17,230 5.11%
5 Geography ███▓ 372 482 968 829 579 3,230 16,150 4.79%
6 Politics ██▓▒ 93 572 1,255 717 568 3,205 16,025 4.75%
7 Concepts ██▓▒ 1,150 986 681 275 102 3,194 15,970 4.74%
8 Society ██▓▒ 329 910 1,233 524 175 3,171 15,855 4.70%
9 Government ██▓▒ 112 406 1,013 634 470 2,635 13,175 3.91%
10 Culture ██▓▒ 197 533 922 643 317 2,612 13,060 3.87%
11 Philosophy ██▓▒ 369 855 745 285 101 2,355 11,775 3.49%
12 Engineering ██▓▒ 187 522 914 518 203 2,344 11,720 3.48%
13 Knowledge ██▓▒ 808 615 617 235 57 2,332 11,660 3.46%
14 Health ██▓▒ 168 544 741 410 75 1,938 9,690 2.87%
15 Nature █▓▒░ 253 519 686 358 78 1,894 9,470 2.81%
16 Economy █▓▒░ 138 479 663 353 99 1,732 8,660 2.57%
17 Life █▓▒░ 220 474 567 351 52 1,664 8,320 2.47%
18 Law █▓▒░ 102 427 597 250 92 1,468 7,340 2.18%
19 Business █▓▒░ 146 418 605 246 52 1,467 7,335 2.18%
20 Religion █▓▒░ 92 253 420 307 358 1,430 7,150 2.12%
21 Language █▓▒░ 215 439 436 197 82 1,369 6,845 2.03%
22 Arts █▓▒░ 142 326 442 209 61 1,180 5,900 1.75%
23 Environment █▓▒░ 86 243 487 289 65 1,170 5,850 1.74%
24 Communication █▓▒░ 171 342 404 150 63 1,130 5,650 1.68%
25 Education █▓▒░ 107 379 378 104 27 995 4,975 1.48%
26 People █▓▒░ 99 196 314 217 153 979 4,895 1.45%
27 Military █▓▒░ 29 123 363 232 222 969 4,845 1.44%
28 Humanities ▓▒░░ 52 173 284 176 101 786 3,930 1.17%
29 Time ▓▒░░ 102 171 173 143 67 656 3,280 0.97%
30 Academic disciplines ▓▒░░ 21 154 275 148 48 646 3,230 0.96%
31 Entertainment ▓▒░░ 62 173 219 131 54 639 3,195 0.95%
32 Universe ▓▒░░ 83 147 230 100 57 617 3,085 0.92%
33 Energy ▓▒░░ 54 174 191 124 58 601 3,005 0.89%
34 Food and drink ▓▒░░ 76 165 207 112 23 583 2,915 0.86%
35 Sports ▓▒░░ 61 159 183 87 42 532 2,660 0.79%
— Total Anchor Assignments (35 Domains) ████ 8,099 16,152 23,072 13,327 6,763 67,413 337,065 100.00%

⏱️ Worked Domain Example: How the Graph Organizes Time Across All 5 Tiers (T1 → T5)

To see how the dataset turns raw encyclopedic knowledge into a verified 5-tier curriculum, trace a single foundational domain — Time (656 verified concepts in gok-v1.1.0-22k: T1=102, T2=171, T3=173, T4=143, T5=67) — from foundational intuition (Tier 1) to general-relativistic physics at the frontier (Tier 5).

Time 5-Tier Curriculum Progression

Why Structured Curriculum Knowledge Beats Flat Text

Standard language models train on flat, randomly shuffled web text—forcing the network to guess whether Time comes before Gravitational Time Dilation and wasting >40× more compute (arXiv:2610.39302) trying to infer world structure from surface tokens. This dataset solves this at the data level through four guarantees:

  1. Strict 5-Tier Prerequisite Hierarchy (Tier 1 → Tier 5):
    • Foundational primitives like Time (Tier 1) sit at the root of the dependency graph and unlock concrete mechanisms (Clock, Tier 2), domain frameworks (Spacetime, Tier 3), specialized laws (Time dilation, Tier 4), and frontier synthesis (Gravitational time dilation, Tier 5).
  2. Order-Sensitive Multi-Hop Relational Channels (12 Predicate Types):
    • Every concept is connected across 12 typed relational channels (CapitalOf/Country, InstanceOf, SubclassOf, PartOf, DiscoveredBy, Causes, UsedFor, Requires, HasPart, FacetOf/MainSubject, Measures/Quantifies, Implements/VerifiedBy), enabling models to distinguish cause from effect across multi-hop reasoning chains.
  3. Z3 Formal Logic Guardrails (0 Hallucinated Inversions):
    • Every concept carries a machine-verified Z3 SMT-LIB logical axiom, and every gok:requires prerequisite edge satisfies $\text{tier}(p) \le \text{tier}(u)$ with 0 cycles and 0 tier inversions.
  4. Platonic "Good-View" 5-Mode Mastery (GLOSS · SEE · SAY · DO · KNOW):
    • Rather than memorizing a single Wikipedia paragraph, every concept is anchored by 5 orthogonal cognitive views—what it is (GLOSS), how it is observed (SEE), its necessary conditions (SAY), how it operates (DO), and its formal definition (KNOW)—delivering >40× sample efficiency.

1. 5-Tier Curriculum Progression of Time (T1 → T5)

Tier Curriculum Role Flagship Concept Representative Time Concepts in Tier
Tier 1 Foundational Primitive (Core Anchor) Time Time, Asset, Big Bang, 19th century, Birth date, Evening (102 in domain)
Tier 2 Concrete Measurement & Periodic Mechanism Clock Clock, Calendar System, Natural events, Observances, Time standard, Works about time (171 in domain)
Tier 3 Unified Geometric & Relativistic Continuum Spacetime Spacetime, Ancient Greek phonology, Armenian Language, Bantu languages, Growth ring, Latency (engineering) (173 in domain)
Tier 4 Frame-Dependent Kinematic Law Time dilation Time dilation, Babylonian Empire, C 19th century, Decades by empire, Paleozoic animals by geological period, Phanerozoic geology (143 in domain)
Tier 5 Curved-Spacetime Frontier Synthesis Gravitational time dilation Gravitational time dilation, Age of Enlightenment, Austerity, Extant Early Triassic first appearances, Holy Week, 17th-century England (67 in domain)

2. Per-Tier Prerequisite Graph, Z3 Formal Axiom & 5-View Platonic Profile (T1 → T5)

Tier 1: Time — Foundational Primitive (Core Anchor)

  • Prerequisite Curriculum Flow (gok:requires): Requires Change, Motion, Order, Space $\longrightarrow$ Unlocks 19th century, Absolute time, Acceleration, Accrual basis, Accumulation
  • Z3 Formal Logic Contract (SMT-LIB): (assert (=> Clock (and Time Measurement Motion)))
  • 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
    • GLOSS (Core Concept): The fundamental physical and ontological dimension along which events are ordered from past through present to future, and by which durations and rates of change are measured.
    • SEE (Empirical Signature): Measured in SI seconds defined by 9,192,631,770 hyperfine ground-state transition periods of the caesium-133 atom.
    • SAY (Necessary Conditions): Requires distinguishable state transitions or periodic reference cycles defining before-and-after ordering.
    • DO (Operational Mechanism): Orders causal event sequences monotonically via periodic physical oscillations and thermodynamic entropy production, serving as the fourth coordinate of relativistic spacetime.
    • KNOW (Formal Epistemic Contract): The fundamental physical and ontological dimension along which events are ordered from past through present to future, and by which durations and rates of change are measured.

Tier 2: Clock — Concrete Measurement & Periodic Mechanism

  • Prerequisite Curriculum Flow (gok:requires): Requires Cycle, Frequency, Measurement, Number, Time $\longrightarrow$ Unlocks Celestial navigation, Clock synchronization, Counterclockwise, Daily routine, Fixed schedule
  • Z3 Formal Logic Contract (SMT-LIB): (assert (=> Clock (and Time Frequency Measurement Cycle)))
  • 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
    • GLOSS (Core Concept): A physical instrument that measures, keeps, and indicates the passage of time by counting regular, high-Q harmonic oscillations.
    • SEE (Empirical Signature): Observed as mechanical escapement chronometers, 32.768 kHz quartz oscillators, and caesium/strontium optical lattice clocks.
    • SAY (Necessary Conditions): Requires a stable periodic oscillator with bounded phase noise and a cumulative cycle-counting register.
    • DO (Operational Mechanism): Couples an energy-regulated harmonic resonator (pendulum, quartz crystal, or atomic hyperfine transition) to an escapement or electronic frequency divider and counter.
    • KNOW (Formal Epistemic Contract): A physical instrument that measures, keeps, and indicates the passage of time by counting regular, high-Q harmonic oscillations.

Tier 3: Spacetime — Unified Geometric & Relativistic Continuum

  • Prerequisite Curriculum Flow (gok:requires): Requires Clock, Coordinate system, Geometry, Gravity, Light, Motion $\longrightarrow$ Unlocks Black hole, Eternalism, Field equation, Fundamental interaction, Fundamental interactions
  • Z3 Formal Logic Contract (SMT-LIB): (assert (=> GeneralRelativity (=> Gravity Spacetime)))
  • 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
    • GLOSS (Core Concept): The four-dimensional pseudo-Riemannian manifold uniting three spatial dimensions and one temporal dimension into a single causal geometric continuum.
    • SEE (Empirical Signature): Verified through invariant light-cone causality, muon atmospheric decay lengths, GPS relativistic corrections, and gravitational wave interferometry.
    • SAY (Necessary Conditions): Requires a Lorentzian metric tensor g_mu_nu of signature (-,+,+,+) and an invariant speed of light c partitioning events into timelike, null, and spacelike cones.
    • DO (Operational Mechanism): Preserves the invariant spacetime interval ds^2 = -c^2 dt^2 + dx^2 + dy^2 + dz^2 under Lorentz boosts in flat Minkowski geometry and curves dynamically in response to stress-energy T_mu_nu.
    • KNOW (Formal Epistemic Contract): The four-dimensional pseudo-Riemannian manifold uniting three spatial dimensions and one temporal dimension into a single causal geometric continuum.

Tier 4: Time dilation — Frame-Dependent Kinematic Law

  • Prerequisite Curriculum Flow (gok:requires): Requires Clock, Light, Lorentz transformation, Reference frame, Relative motion, Spacetime $\longrightarrow$ Unlocks Gravitational time dilation, Planck time
  • Z3 Formal Logic Contract (SMT-LIB): (assert (=> Gravitational_time_dilation General_relativity))
  • 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
    • GLOSS (Core Concept): The relativistic difference in elapsed proper time measured by two clocks due either to their relative velocity (kinematic Lorentz dilation) or to a difference in gravitational potential.
    • SEE (Empirical Signature): Directly measured in Hafele-Keating atomic clock flights, particle accelerator lifetime extension by factor gamma, and GPS satellite clock offsets.
    • SAY (Necessary Conditions): Requires invariant light speed c across inertial frames or non-uniform metric component g_00 across gravitational equipotentials.
    • DO (Operational Mechanism): Along a worldline with velocity v, proper time integrates as d_tau = dt * sqrt(1 - v^2/c^2) = dt / gamma, rotating temporal and spatial components across hyperbolic rapidity.
    • KNOW (Formal Epistemic Contract): The relativistic difference in elapsed proper time measured by two clocks due either to their relative velocity (kinematic Lorentz dilation) or to a difference in gravitational potential.

Tier 5: Gravitational time dilation — Curved-Spacetime Frontier Synthesis

  • Prerequisite Curriculum Flow (gok:requires): Requires Clock, General relativity, Gravity, Spacetime, Time dilation $\longrightarrow$ Unlocks (Frontier Synthesis Node)
  • Z3 Formal Logic Contract (SMT-LIB): (assert (=> Gravitational_time_dilation (and Time_dilation General_relativity Spacetime Gravity)))
  • 5 Platonic Good-Views (GLOSS · SEE · SAY · DO · KNOW):
    • GLOSS (Core Concept): The general-relativistic slowing of proper time elapsed on a clock situated deeper within a gravitational potential well relative to a distant observer in flat spacetime.
    • SEE (Empirical Signature): Confirmed via Pound-Rebka Mossbauer gamma-ray redshift, optical lattice clocks resolving millimeter elevation differences, and GPS +45.7 microsecond/day orbital clock advances.
    • SAY (Necessary Conditions): Requires the Einstein Equivalence Principle and non-zero spacetime metric gradient grad(g_00) induced by mass-energy.
    • DO (Operational Mechanism): Governed by the metric component g_00: in the Schwarzschild exterior metric, d_tau = dt * sqrt(1 - 2GM / (r c^2)), coupling gravitational redshift directly to metric curvature.
    • KNOW (Formal Epistemic Contract): The general-relativistic slowing of proper time elapsed on a clock situated deeper within a gravitational potential well relative to a distant observer in flat spacetime.

📝 Footnote: Version History & Quick Diff — gok-v1.1.0-22k vs. gok-v1.2.0-dev

MatterWaveAI/gok-v1.1.0-22k and MatterWaveAI/gok-multilingual-v1.1.0-22k (GOK-000001 .. GOK-023543) freeze the 22k milestone release (23,543 verified concepts, 3,296,020 cross-lingual concept alignments across 140 DBpedia languages). MatterWaveAI/gok-v1.2.0-dev (GOK-000001 .. GOK-024922) is the unified central GoK development trunk rolling in +1,379 additional domain concepts (+5.86%) and expanding from 8 to 12 relational channels (Ch 0..11) across GoK-1, AgileBench, HKE, and Open-S1:

Dimension gok-v1.1.0-22k (Frozen 22k Milestone) gok-v1.2.0-dev (Unified 12-Channel Dev Trunk) Quick Diff (Δ)
Verified Concept Nodes (gok_id) 23,543 (GOK-000001..023543) 24,922 (GOK-000001..024922) +1,379 (+5.86%)
Platonic 5-View Socratic Records (N × 5) 117,715 124,610 +6,895 (+5.86%)
140-Language Cross-Lingual Concept Slots (N × 140) 3,296,020 (16,480,100 5-views) 3,489,080 (17,445,400 5-views) +193,060 (+965,300 5-views)
Typed Relational Channels 8 channels (Ch 0..7) 12 channels (Ch 0..11) +4 channels (HasPart, FacetOf, Measures, Implements)
Total Knowledge Graph Edges 366,184 388,292 +22,108 (+6.04%)
Verified Prerequisite Edges (gok:requires) 121,490 124,161 +2,671 (+2.20%)
Typed Factual / Science / Commonsense / Engineering Triples 5,050 (8 channels) 37,505 (12 channels, 161,666 incl. Ch 7) +32,455 (7.43×)
Z3-Consistent SMT-LIB Formal Axioms 86,303 87,682 +1,379 (+1.60%)

📜 License & Commercial Use Policy (CC BY-NC-SA 4.0 — Non-Commercial Only)

This dataset (MatterWaveAI/gok-multilingual-v1.1.0-22k) is licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (CC BY-NC-SA 4.0):

  • Permitted (Non-Commercial): Academic research, personal study, educational exploration, and non-commercial benchmarking with attribution to MatterWave AI and a link to the license. Any derivative ontologies or adapted datasets must be distributed under the same CC BY-NC-SA 4.0 license.
  • Prohibited Without Commercial License: Commercial use, training or fine-tuning commercial AI/ML models, embedding into commercial SaaS/API products, or commercial redistribution is strictly prohibited without a separate commercial license agreement from MatterWave AI.
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