Datasets:
Phylogenetic Validation Dataset
Balanced validation data across 9 major language families for testing cognate detection pipelines.
Format
Each branch TSV has columns: Language_ID, Parameter_ID, Form, IPA, Glottocode
IPAcolumn provides phonetic transcriptions (triggersTranscriptionType.IPAin the pipeline)_marks missing/unattested forms (skipped by ingester)concepts.tsvlists all 40 shared concept IDs
Branches
| File | Family | Languages | Entries |
|---|---|---|---|
| germanic.tsv | Germanic | got, ang, non, goh | ~160 |
| celtic.tsv | Celtic | sga, cym, bre | ~120 |
| balto_slavic.tsv | Balto-Slavic | lit, chu, rus | ~120 |
| indo_iranian.tsv | Indo-Iranian | san, ave, fas | ~120 |
| italic.tsv | Italic | lat, osc, xum | ~120 |
| hellenic.tsv | Hellenic | grc, gmy | ~80 |
| semitic.tsv | Semitic | heb, arb, amh | ~120 |
| turkic.tsv | Turkic | otk, tur, aze | ~120 |
| uralic.tsv | Uralic | fin, hun, est | ~120 |
Concept Categories (40 concepts)
- Body (8): head, eye, ear, mouth, hand, foot, heart, blood
- Kinship (5): father, mother, son, daughter, brother
- Nature (10): water, fire, sun, moon, star, earth, mountain, river, stone, tree
- Animals (5): horse, dog, fish, bird, ox
- Verbs (8): eat, drink, give, come, die, know, hear, see
- Other (4): name, god, king, house
Names Subset
names.tsv is a cross-family validation file covering deity names (theonyms), proper/personal names (anthroponyms), and place names (toponyms) across 30 languages from all 9 families plus additional ancient languages (Hittite, Ugaritic, Akkadian, Phoenician, Aramaic).
Unlike the branch files, entries sharing a Parameter_ID include both true cognates (same etymological root) and false positives (unrelated names in the same semantic slot). The pipeline should cluster true cognates together while keeping false positives apart.
Cognate annotations
names.tsv has an extra 6th column Cognate_Set_ID providing ground-truth cognate judgements. Forms sharing the same Cognate_Set_ID within a Parameter_ID are etymologically related; forms with different IDs are not. Null entries use _. The ingester ignores this column (not in column_mapping), but evaluation scripts can read it directly.
| Statistic | Value |
|---|---|
| Total entries | 168 (160 non-null) |
| Languages | 30 (cross-family) |
| Concepts | 15 |
| True cognate pairs | 227 (27%) |
| False-positive pairs | 605 (73%) |
Name Categories (15 concepts)
Deity names (10):
sky_father— PIE *dyēws cognates (Zeus, Jupiter, Dyaus, Týr, Dievas) vs unrelated (El, Tengri, Ukko)thunder_god— PIE *Perkʷ- (Perkūnas, Perun, Parjanya) + PIE *tonh₂r- (Þórr, Þunor, Donar) vs Semitic Baalsun_god— PIE *sóh₂wl̥ (Sūrya, Sōl, Sunne) + Semitic (Šemeš, Šams, Šapšu) vs Hēlios, Hvarmoon_god— PIE *meh₁ns- (Máni, Mōna, Māno, Mēna, Mėnulis) vs Selēnē, Lūna, Yareaḥwar_god— Germanic *Wōdanaz (Óðinn, Wōden, Wuotan) vs Arēs, Mārs, Indralove_deity— Semitic *ʿAṯtar- (ʿAṯtartu, ʿAštoret, Ištar) vs Aphrodītē, Venus, Freyjadeath_god— PIE *Yemo- (Yama, Yima) + Semitic *mwt (Māvet, Mawt, Mōtu) vs Hādēs, Helsea_god— Semitic *yamm- (Yammu, Yām) vs Poseidōn, Neptūnus, Njǫrðrsmith_god— Celtic (Goibniu, Gofannon) + Germanic (Wēland, Vǫlundr) vs Hēphaistos, Koṯarusupreme_god— Semitic *ʔil- (El, Ilāh, Ilu) + Turkic *teŋri (Teŋri, Tanrı) + Uralic (Jumala, Jumal)
Proper names (2):
caesar_title— Latin loanword chain: Caesar → Kaisar → Cěsarĭ → Car → Qayṣar → Kayseralexander_name— Greek loanword chain: Alexandros → Iskandar → İskender → Eskandar
Place names (3):
sacred_river— PIE *deh₂nu- river names (Dānuvius, Dunaj, Dānu) vs Neilos, Yardēnsacred_mountain— Mostly unrelated (Olumpos, Sinay, Meru, Ásgarðr) — false positive testingholy_city— Mostly unrelated (Yerušalayim, Athēnai, Rōma) — false positive testing
IPA Sources
| Branch | Reference |
|---|---|
| Germanic | Wright's Gothic Grammar, Campbell's OE Grammar, Gordon's ON, Braune's OHG |
| Celtic | Thurneysen's Old Irish Grammar, GPC (Welsh), Hemon's Breton Grammar |
| Balto-Slavic | Leskien's OCS Handbook, Lithuanian reference grammar, Wade's Russian |
| Indo-Iranian | Whitney's Sanskrit Grammar, Skjaervo's Avestan, Lambton's Persian |
| Italic | Buck's Oscan-Umbrian Grammar, Allen's Vox Latina |
| Hellenic | Ventris & Chadwick, Allen's Vox Graeca |
| Semitic | Fischer's Arabic Grammar, Leslau's Amharic |
| Turkic | Tekin's Old Turkic Grammar, Lewis's Turkish Grammar |
| Uralic | Karlsson's Finnish, Rounds's Hungarian, Viitso's Estonian |