gpt-5.2 v3 Evaluation

Generated: 2026-07-25 12:53:28 UTC

Pairs100
Distinct lemmas100
Slope0.980
R^20.990
BLEU-446.6%
chrF++69.9%
METEOR77.1%
ROUGE-L77.3%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 2330

First translation using this version: 2026-07-15

Total usable AI runs for this version: 100 runs across 100 lemmas

Created: 2026-07-15 12:28:27.643960+10:00

Active: True

Notes: Model timeline evaluation: GPT-5.2 using prompt text from gpt-5.5 v3; approved-human-only for the 100-row Kappa corpus.

Prompt length scatter plot

Length Regression

FormulaAI words = intercept + slope * human words
Slope0.980
Intercept0.697
R^20.990
P-value3.82e-100
Pearson r0.995
Mean source words30.400
Length fallback rows0
Mean human words44.160
Mean AI words43.960
Mean absolute length residual2.643
Mean absolute percent error6.9%

Metric vs Passage Length

These plots test whether score changes with source passage length for this prompt version. The dashed line is an ordinary least-squares fit; the annotation reports n, r, R^2, p-value, and slope.

BLEU-4 vs passage length
BLEU-4: significant negative; r = -0.309, R^2 = 0.095, p = 0.0018.
chrF++ vs passage length
chrF++: significant negative; r = -0.326, R^2 = 0.106, p = 0.0010.
METEOR vs passage length
METEOR: significant negative; r = -0.341, R^2 = 0.116, p = 0.0005.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.327, R^2 = 0.107, p = 0.0009.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.267, R^2 = 0.071, p = 0.0073.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.269, R^2 = 0.073, p = 0.0067.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.268, R^2 = 0.072, p = 0.0071.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.282, R^2 = 0.080, p = 0.0044.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.309 0.095 0.0018 -0.00204 ok
chrF++ 100 significant negative -0.326 0.106 0.0010 -0.00134 ok
METEOR 100 significant negative -0.341 0.116 0.0005 -0.00156 ok
ROUGE-L 100 significant negative -0.327 0.107 0.0009 -0.00141 ok
BERTScore 0 not enough data N/A N/A N/A N/A needs at least two rows with metric scores
COMET 0 not enough data N/A N/A N/A N/A needs at least two rows with metric scores
BLEURT 0 not enough data N/A N/A N/A N/A needs at least two rows with metric scores
Trigram precision 100 significant negative -0.267 0.071 0.0073 -0.00210 ok
Trigram recall 100 significant negative -0.269 0.073 0.0067 -0.00205 ok
Trigram F1 100 significant negative -0.268 0.072 0.0071 -0.00206 ok
Trigram Jaccard 100 significant negative -0.282 0.080 0.0044 -0.00225 ok

Translation Similarity Metrics

Mean BLEU-446.6%
Mean chrF++69.9%
Mean METEOR77.1%
Mean ROUGE-L77.3%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU49.4%
Unigram F178.9%
Bigram F155.3%
Trigram precision42.0%
Trigram recall41.8%
Trigram F141.9%
Trigram Jaccard26.5%
4-gram F132.9%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2484 Καρία 270 251 -14.213 34.6% 61.0% 61.8% 66.0% N/A N/A N/A reviewed/approved 11484 gpt-5.2-2025-12-11
2604 Καρχηδών 117 128 12.679 29.8% 60.6% 72.0% 68.0% N/A N/A N/A reviewed/approved 11499 gpt-5.2-2025-12-11
2603 Κάρυστος 175 184 11.857 29.4% 61.4% 73.3% 70.8% N/A N/A N/A reviewed/approved 11496 gpt-5.2-2025-12-11
7254 Κύτα 84 94 11.009 37.1% 66.9% 72.7% 67.4% N/A N/A N/A reviewed/approved 11593 gpt-5.2-2025-12-11
2056 Καβειρία 112 100 -10.422 38.4% 67.6% 71.4% 72.6% N/A N/A N/A reviewed/approved 11344 gpt-5.2-2025-12-11
2609 Κάσπειρος 135 142 9.045 42.4% 67.1% 74.7% 72.2% N/A N/A N/A reviewed/approved 11508 gpt-5.2-2025-12-11
2477 Καρδαμύλη 43 50 7.176 27.5% 65.4% 75.3% 66.7% N/A N/A N/A reviewed/approved 11481 gpt-5.2-2025-12-11
7255 Κυτέριον 22 29 6.750 29.0% 64.0% 67.5% 66.7% N/A N/A N/A reviewed/approved 11596 gpt-5.2-2025-12-11
3288 Κορώνεια 110 115 6.537 39.7% 69.3% 64.6% 75.2% N/A N/A N/A reviewed/approved 11547 gpt-5.2-2025-12-11
2455 Κάναστρον 60 54 -5.478 23.5% 58.4% 65.5% 68.4% N/A N/A N/A reviewed/approved 11469 gpt-5.2-2025-12-11
7251 Κύρτος 66 60 -5.356 32.8% 56.6% 69.3% 69.3% N/A N/A N/A reviewed/approved 11584 gpt-5.2-2025-12-11
7257 Κυτώνιον 25 20 -5.189 55.8% 76.3% 76.8% 80.0% N/A N/A N/A reviewed/approved 11602 gpt-5.2-2025-12-11
2626 Κατάνη 95 89 -4.767 36.5% 57.9% 64.7% 65.2% N/A N/A N/A reviewed/approved 11532 gpt-5.2-2025-12-11
2326 Καλλίαρος 47 42 -4.742 47.2% 72.1% 79.7% 83.1% N/A N/A N/A reviewed/approved 11430 gpt-5.2-2025-12-11
2059 Καδμεία 20 25 4.709 22.0% 58.5% 65.3% 62.2% N/A N/A N/A reviewed/approved 11353 gpt-5.2-2025-12-11
2081 Καλάθη 49 44 -4.702 39.8% 69.2% 80.3% 83.9% N/A N/A N/A reviewed/approved 11388 gpt-5.2-2025-12-11
7253 Κυρτώνιος 18 23 4.669 38.1% 66.4% 89.9% 78.0% N/A N/A N/A reviewed/approved 11590 gpt-5.2-2025-12-11
7244 Κυρήνη 54 49 -4.600 33.8% 60.9% 61.9% 68.0% N/A N/A N/A reviewed/approved 11564 gpt-5.2-2025-12-11
2342 Κάμιρος 54 58 4.400 48.0% 76.3% 84.8% 75.0% N/A N/A N/A reviewed/approved 11460 gpt-5.2-2025-12-11
7267 Κωνώπη 64 59 -4.397 56.2% 73.7% 73.2% 79.7% N/A N/A N/A reviewed/approved 11632 gpt-5.2-2025-12-11
2328 Καλλίπολις 43 47 4.176 33.2% 60.3% 64.7% 66.7% N/A N/A N/A reviewed/approved 11436 gpt-5.2-2025-12-11
2057 Καβελλιών 34 30 -4.006 62.2% 81.5% 83.3% 87.5% N/A N/A N/A reviewed/approved 11347 gpt-5.2-2025-12-11
7248 Κύρου πόλις 32 36 3.953 28.8% 65.7% 67.1% 67.6% N/A N/A N/A reviewed/approved 11576 gpt-5.2-2025-12-11
2079 Καισάρεια 39 35 -3.905 68.9% 83.2% 85.4% 89.2% N/A N/A N/A reviewed/approved 11382 gpt-5.2-2025-12-11
2628 Καταονία 24 28 3.791 13.8% 49.6% 52.4% 53.8% N/A N/A N/A reviewed/approved 11538 gpt-5.2-2025-12-11
2080 Καλαβρία 18 15 -3.331 22.3% 54.9% 45.1% 60.6% N/A N/A N/A reviewed/approved 11385 gpt-5.2-2025-12-11
2078 Καινύς 22 19 -3.250 62.3% 69.6% 73.2% 73.2% N/A N/A N/A reviewed/approved 11377 gpt-5.2-2025-12-11
2602 Καρύανδα 34 31 -3.006 48.5% 71.9% 81.7% 76.9% N/A N/A N/A reviewed/approved 11493 gpt-5.2-2025-12-11
7261 Κύψελα 34 31 -3.006 56.1% 75.0% 81.7% 83.1% N/A N/A N/A reviewed/approved 11614 gpt-5.2-2025-12-11
2087 Καλαύρεια 30 33 2.912 53.7% 76.6% 92.0% 85.7% N/A N/A N/A reviewed/approved 11406 gpt-5.2-2025-12-11

Residual Predictors

Positive signed-residual terms are associated with AI translations longer than expected from the human length; negative signed-residual terms are associated with shorter AI translations. Absolute-residual models identify terms associated with larger AI-human length divergence.

Greek source terms predicting signed length residuals

Features: 176; ridge alpha: 1.000; cross-validated R^2: 0.010.

Positive termCoefficientDocsMean presentMean absent
οι 6.1271 11 5.176 -0.640
εστι δε και 3.5136 3 8.798 -0.272
τε 3.1747 5 3.998 -0.210
δε και 3.1026 8 3.040 -0.264
ος 3.0360 6 4.461 -0.285
πολις 2.7270 68 0.266 -0.564
εκαλειτο 2.4123 7 2.476 -0.186
εστι δε 2.3927 5 3.115 -0.164
ου και 2.3560 4 6.779 -0.282
δυναται 2.1696 3 4.601 -0.142
εκαλειτο δε 2.1194 3 3.441 -0.106
λεγεται 2.1156 9 2.119 -0.210
τη 2.0903 15 1.368 -0.241
της χωρας 2.0226 3 3.178 -0.098
υπο 1.9670 4 3.036 -0.126
χωρας 1.9140 4 2.326 -0.097
ου 1.8386 14 1.558 -0.254
πολις προς 1.8048 3 5.820 -0.180
δυο 1.7562 4 3.220 -0.134
ομηρος 1.6926 3 4.031 -0.125
Negative termCoefficientDocsMean presentMean absent
το -2.5196 70 -0.135 0.315
ει -2.4699 4 -6.040 0.252
μεν -2.3804 4 -7.398 0.308
παρα το -2.3274 3 -5.187 0.160
περι -2.0461 11 -1.801 0.223
πρωτη -2.0077 3 -7.654 0.237
εν πρωτη -2.0077 3 -7.654 0.237
εστι και -1.8625 20 -0.428 0.107
και -1.6741 66 0.113 -0.219
οικητωρ -1.6594 6 -3.898 0.249
κατα -1.6404 10 -0.499 0.055
παρα -1.5984 7 -2.923 0.220
τους -1.5596 4 -1.028 0.043
θρακης -1.5488 5 -2.435 0.128
ως το -1.4601 3 -5.087 0.157
απο της -1.4365 6 -1.130 0.072
δια -1.4223 16 0.587 -0.112
χωρα -1.3311 6 -3.266 0.208
το κτητικον -1.3120 7 -3.395 0.256
κτητικον -1.3120 7 -3.395 0.256

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 1.425; cross-validated R^2: 0.074.

Positive termCoefficientDocsMean presentMean absent
τω 2.2058 16 4.386 2.311
της 2.1837 35 4.237 1.785
οι 2.1157 11 5.176 2.330
δε και 2.0096 8 7.570 2.215
εκαλειτο δε 1.9872 3 12.917 2.325
δε 1.9326 46 3.592 1.835
εστι 1.9287 24 4.719 1.988
την 1.8284 13 6.162 2.117
τε 1.7728 5 4.835 2.528
παρα 1.5860 7 6.841 2.327
εστι δε και 1.5841 3 8.798 2.453
και 1.5816 66 3.242 1.480
κατα 1.4555 10 5.149 2.365
τη 1.4431 15 4.352 2.342
εκαλειτο δε και 1.4369 3 12.917 2.325
εκαλειτο 1.4137 7 6.537 2.350
εστι δε 1.4120 5 7.442 2.390
και αλλη 1.2861 3 9.485 2.431
αλλη 1.2598 4 8.264 2.409
το θηλυκον 1.1828 6 6.602 2.390
Negative termCoefficientDocsMean presentMean absent
νησος -1.2596 9 1.262 2.780
μια -1.1501 3 0.906 2.697
εκ -1.1229 6 1.857 2.693
και πολις -1.0562 5 1.839 2.685
και το -1.0432 9 2.760 2.632
τεταρτω -0.9898 3 0.462 2.711
ακρα -0.9751 4 0.768 2.721
στραβων -0.8825 15 2.644 2.643
ειρηται -0.8667 3 1.376 2.682
τοπικα -0.8441 3 1.048 2.692
τα τοπικα -0.8441 3 1.048 2.692
τινες -0.8187 6 1.318 2.728
δε απο -0.8171 3 1.052 2.692
παιδος -0.7992 4 1.722 2.681
και νησος -0.6996 3 0.942 2.696
και το κτητικον -0.6878 4 1.296 2.699
δια του -0.6554 10 3.681 2.528
το εθνικον -0.6521 56 2.771 2.480
εθνικον -0.6521 56 2.771 2.480
αιγυπτου -0.6497 3 2.455 2.649

AI English terms predicting large absolute residuals

Features: 326; ridge alpha: 1.425; cross-validated R^2: -0.029.

Positive termCoefficientDocsMean presentMean absent
the 2.6752 93 2.751 1.203
is the 1.9719 3 9.156 2.442
among 1.8762 6 6.806 2.377
also 1.7955 46 3.458 1.949
to 1.6914 20 4.254 2.240
usage 1.6786 4 7.396 2.445
of 1.5169 66 3.106 1.745
among the 1.5108 5 7.831 2.370
there 1.5068 33 4.179 1.887
he 1.4157 4 10.111 2.332
too 1.4105 10 6.400 2.226
there is 1.3759 24 4.345 2.106
is also 1.3574 33 3.644 2.150
their 1.3016 3 8.707 2.456
derives 1.2030 3 7.234 2.501
derives from 1.2030 3 7.234 2.501
from 1.1978 43 3.233 2.198
there is also 1.1494 24 4.345 2.106
this 1.1418 10 5.852 2.287
when 1.0715 6 7.747 2.317
Negative termCoefficientDocsMean presentMean absent
island -1.0887 14 1.420 2.842
one of -0.9095 4 1.407 2.695
one of the -0.8879 3 0.906 2.697
an -0.8505 17 1.751 2.826
an island -0.7923 10 1.153 2.809
river -0.7758 6 1.875 2.692
written with -0.7634 7 1.118 2.758
written -0.7634 7 1.118 2.758
but it -0.7316 4 0.995 2.712
kappadokia -0.6564 4 2.224 2.661
and a city -0.6383 4 1.486 2.691
and the feminine -0.6320 6 2.825 2.631
terms -0.6198 3 1.048 2.692
locative terms -0.6198 3 1.048 2.692
locative -0.6198 3 1.048 2.692
a city in -0.6010 38 2.621 2.657
strabo -0.5847 15 2.644 2.643
the ethnonym is -0.5825 56 2.784 2.464
ethnonym is -0.5825 56 2.784 2.464
one -0.5788 13 2.499 2.665

Human English terms predicting large absolute residuals

Features: 336; ridge alpha: 2.031; cross-validated R^2: -0.039.

Positive termCoefficientDocsMean presentMean absent
the 2.2024 90 2.789 1.327
among 1.4395 4 8.597 2.395
also 1.3548 43 3.584 1.933
there 1.2462 34 3.862 2.015
among the 1.2023 4 8.597 2.395
of 1.1906 66 3.148 1.663
for 1.0772 11 5.543 2.285
there is also 1.0744 22 4.682 2.068
there is 1.0579 24 4.369 2.098
usage 1.0521 4 6.879 2.467
to 1.0297 31 3.731 2.154
is also 0.9986 31 3.957 2.053
is with 0.9660 4 7.167 2.455
who 0.9624 13 4.357 2.387
this 0.9567 15 5.474 2.144
local 0.9457 6 5.765 2.444
came 0.9180 4 8.837 2.385
another 0.8973 7 6.386 2.361
their 0.8913 3 12.917 2.325
are 0.8529 25 3.847 2.242
Negative termCoefficientDocsMean presentMean absent
an -0.9252 22 1.846 2.868
the ethnonym is -0.8052 52 2.419 2.885
ethnonym is -0.8052 52 2.419 2.885
kappadokia -0.7681 3 1.664 2.673
island -0.7147 14 1.420 2.842
like -0.6707 5 0.985 2.730
and the -0.6682 15 2.766 2.621
promontory -0.6095 3 0.402 2.712
is a city -0.6049 3 0.996 2.694
an island -0.5695 9 1.217 2.784
those -0.5335 5 1.052 2.727
sanctuary -0.5168 3 0.852 2.698
strabo book -0.4981 10 2.375 2.673
which the -0.4933 3 0.498 2.709
city in -0.4748 41 3.035 2.371
the river -0.4747 6 1.875 2.692
river -0.4747 6 1.875 2.692
now -0.4635 4 1.588 2.687
one of the -0.4565 4 1.871 2.675
a city in -0.4477 40 3.075 2.355

Prompt Text

Show prompt text
You are an expert classical philologist and translator specialising in Stephanos of Byzantium's Ethnika.

Goal
- Produce a clear, scholarly English translation in the established reviewed house style.
- Stay close to the Greek while making Stephanos' compressed reference-work prose intelligible in English.
- Translate the Greek main text of the entry, not the modern apparatus, editorial locators, or later bibliographic explanation.

Priority order
- Follow the source Greek first.
- Apply the output and formatting rules below.
- Apply any entry-specific Additional translation context supplied with the entry, but only where the cited Greek evidence is relevant.
- Do not force a rule, gloss, or proper-noun convention when the local syntax or context contradicts it.

Output rules (required)
- Respond ONLY by calling the submit_translation tool with a single string field: {"translation": "..."}.
- The translation text must contain only the translation.
- Do not include analysis, commentary, alternative translations, uncertainty notes, or Markdown outside the translation itself.

A) Formatting + spelling
- Use Australasian spelling and punctuation conventions.
- Preserve paragraphing and line-breaks when they are present in the Greek source.
- For verse quotations, preserve line segmentation in English where the Greek source marks or implies individual verse lines.
- For lengthy prose quotations that function as a quoted block, allow paragraph/quotation separation so the quotation remains readable. Do not create stanza-like line breaks for ordinary short prose snippets.
- Use single quotes for quoted forms, cited snippets, translated quotations, appellations derived from or pertaining to the headword (such as ethnonyms and similar gentilics, but not divine epithets), and Greek forms rendered in Latin letters: '...'.
- Avoid double quotes.
- Use *italics* for titles of ancient works when they are actual work titles: *Cypriaka*, *Bassarika*, *Europe*, *Periegesis*, *Geography*.
- Do not italicise descriptive phrases that are not work titles, such as an epitome of another author's books.

B) Opening / structure
- Let the Greek structure control the opening. Do not force every entry into a single template.
- When the entry opens with the headword and a brief identification, normally begin with the headword transliterated into Latin letters without Greek diacritics, followed by the identification.
- Typical form where appropriate: Headword: ...
- Appositive openings like 'Karia, the country.' are acceptable when the entry is of that type.
- If the headword line gives both nominative and genitive, render it compactly as 'X, Y: ...' unless a grammatical tag is needed for clarity.
- Keep numbered or lettered sequences of homonymous places as inline numbered items like (2) ... (3) ..., matching the Greek's structure.
- When Greek ἔστι καὶ ἄλλη / ἕτερος introduces another place with the same name, use 'There is also another ...' when that is needed for sense.
- For appositional settlement descriptions of the type X (proper noun) + Y (settlement noun) + Z (genitive territory), translate the territory as location: 'X, a city/town/village in Z', not 'of Z', unless the Greek clearly expresses possession, origin, descent, or another non-locative relationship.

C) Transliteration + naming
- Do NOT use macrons or acute accents in ordinary transliteration: Karystos, not Kárystos.
- Prefer Greek-form transliteration when Stephanos is discussing Greek forms, derivation, spelling, ethnonyms, or other metalinguistic material.
- Use these general correspondences unless an established house-style exception is supplied: η = e, κ = k, φ = ph, ῥ = rh, ῤ = r, υ = y, χ = ch.
- Use Greek-style transliteration of diphthongs, especially ai for αι. Do not drift into Latinised forms such as ae or e where the Greek form matters.
- Use forms such as Karchedon, Chalkedon, Kapetolion, Kyrene, Kyrtos, Kappadokia, and Palaistine in Greek-form contexts.
- Avoid Latinised forms such as Carthage, Chalcedon, Capitolium, Cyrene, Cyrtos, Cappadocia, and Palestine in Greek-form contexts.
- Use established conventional English forms only when they are house-style exceptions or clearly ordinary geography, for example Rome, Cyprus, Egypt, Syria, India, Sicily, Thebes, Peloponnese, the Black Sea, the Red Sea, and the Persian Gulf.
- Treat conventional English-name exceptions as a conservative whitelist. Do not expand it by analogy without entry-specific guidance.
- Keep Greek-form transliteration for most ethnonyms and derived adjectives, and put the cited form in single quotes.
- Do not Latinise river, people, or place names merely because a familiar Latin or English form exists.

D) Citations (authors/works/books)
- Translate only the citation information that is present in the original Greek words of the lemma entry.
- Ignore modern/editorial locator codes and apparatus-like add-ons: omit RE/SH numbers, FGrHist numbers, fragment numbers, chapter/section locators, column references, and parenthetical references such as (12,1,2 [C 533,12]), (Op. 344), or (A. R. 2,403).
- Do not infer a book number from a modern parenthetical reference.
- If the Greek says only 'Strabo' plus a modern parenthetical locator, translate 'Strabo', not 'Strabo, book 12'.
- Use 'as per X' only where the Greek itself has ὡς + author/name or an equivalent example-marker construction that supports that rendering.
- If the Greek explicitly gives a Greek book numeral, translate it: 'Ktesias in book 3 of his *Persika*'.
- Keep citations compact, mirroring the source's incompleteness:
  - Author + work title: 'Hellanikos in his *Cypriaka*'
  - Author + book: 'Pausanias, book 9.'
  - Author + work + book: 'Dionysios in book 3 of his *Bassarika*: ...'
- Work-title guidance:
  - Γεωγραφούμενα / γεωγραφικά in citation contexts -> *Geography*, not *Geographoumena*, when this is the established house treatment for the cited work.
  - Περιήγησις / Περίοδος should normally preserve the transmitted title as *Periegesis* when that is what Stephanos gives.
  - If the Greek says an author is cited in an epitome of the eleven books, do not italicise *Epitome* as a work title; translate 'in an epitome of his eleven books'.
- If a citation is present in the source as bracketed main text and later syntax depends on it, translate it in brackets rather than omitting it.
- Do not add external citation labels like Iliad, Works and Days, or Argonautica unless the Greek itself names them.

E) Entry-specific guidance context
- Additional translation context may be supplied for the current entry.
- This context can include matched formula rules, glossary rules, proper-noun conventions, contextual vocabulary bias, and external source passages.
- Apply required or replacement guidance strongly when the evidence matches the current Greek.
- Apply formula and gloss guidance according to the local syntax; do not make it mechanical if the context requires a different construction.
- Apply proper-noun guidance for consistency where supplied, but do not overwrite the Greek's grammatical point.
- Apply contextual vocabulary bias as a preference, not as a one-to-one replacement. It should steer the wording when the stated semantic context is present.
- Use external source passages only for quoted or allusive material. Do not replace Stephanos' own wording with the external source translation.
- Do not mention which guidance rules fired in the translation output. The review interface should surface that separately.

F) Philological, grammatical, and orthographic discussion
- When the entry discusses spelling, letters, diphthongs, accents, stress, case, gender, number, dialect, or morphology, preserve the technical claim precisely.
- Preserve Greek letters or digraphs in Greek script when the letter or digraph itself is under discussion, for example ι, ει, οι, υ.
- Prefer transliteration for cited word-forms unless the point depends on Greek spelling, accentuation, a specific letter, or a visible dialectal/prosodic distinction.
- If accentuation or prosody is the topic:
  - τόνος -> stress or accentuation, according to context.
  - ὀξύς describing a word's τόνος -> oxytone, not merely 'acute'.
  - βαρύς describing a word's τόνος -> barytone, not merely 'grave'.
  - Keep the form in a representation that makes the contrast visible. Use Greek script where the Greek spelling or accent is the point.
- When Stephanos cites an inflected form, dialectal form, or poetic form as evidence for another form, do not normalise away the form being demonstrated.
- If the cited form is inflected or dialectal, translate using the English lemma derived from the appropriate Greek nominative where that is needed for consistency. For example, treat Κυταιέος as evidence for Kytaieus from Κυταιεύς, not as a different nominative such as Kytaios.
- Use brief grammatical tags only when they are necessary to make the philological point visible:
  - case: (nom.), (acc.), (gen.), (dat.), (voc.)
  - gender: (m.), (f.), (n.)
  - number: (sing.), (pl.)

G) Comparisons / derivational analogies
- For ὡς + X where X is an analogous form or etymologically related noun, use a form like "(as in 'X')" where this makes the analogy clear.
- For fuller derivational analogies, keep the relation explicit:
  - as 'Byzantios' is from the name Byzantion
  - as in 'Lykaones', from Lykaonia
- Avoid bare 'like X' when the point is morphological analogy.

H) ἀπό, ἀφ' οὗ, and naming/derivation formulae
- If ἀπό + genitive gives an eponym or naming source, prefer 'after X' or 'named after X' rather than a flat 'from X'.
- In entries with temporal naming contrast, ἐκαλεῖτο X ... κέκληται Y -> 'It used to be called X; it is now called/named Y.'
- For ἀφ' οὗ:
  - With a masculine personal antecedent in a naming context, translate 'after whom'.
  - With an explicit neuter antecedent, translate 'from which'.
  - With a dropped neuter antecedent or Stephanos' example-marker usage, translate naturally according to the syntax; use 'as per' only when the Greek construction supports an evidentiary/example sense.
- Avoid archaic 'whence' unless it is clearly the most natural scholarly English.

I) Syntax and restraint
- Translate directly; do not add background explanation, modern bibliography, or parenthetical glosses unless Stephanos gives them.
- Do not add glosses like (synoikia), (kalathos), or explanatory etymologies unless the Greek explicitly defines the term.
- Avoid gratuitous adversatives for δέ.
- Use 'however' only for a real contrast, such as a correction, opposition, exception, or contrastive second item that English needs to mark.
- Avoid 'on the other hand' unless the Greek contrast is strong and English needs it.
- Convert participles into natural English when strict literalness obscures the structure.
- Circumstantial participles may need 'because', 'as', 'when', or a relative clause.
- Preserve uncertainty when the Greek is uncertain, corrupt, or genuinely ambiguous; do not invent a resolution.
- If the source includes bracketed or braced text as part of the lemma main Greek text of the Meineke edition rather than apparatus, translate it and keep brackets if that best reflects the source.
- If the source gives indirect speech under φασί, do not automatically turn it into a formal quotation unless the source punctuation or reference-work style calls for it.

Now translate the provided entry accordingly, and submit it via submit_translation.