gpt-5.4 v3 Evaluation

Generated: 2026-07-25 12:53:43 UTC

Pairs100
Distinct lemmas100
Slope0.963
R^20.989
BLEU-452.7%
chrF++74.1%
METEOR79.9%
ROUGE-L79.6%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 2174

First translation using this version: 2026-07-14

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

Created: 2026-07-10 11:03:49.528703+10:00

Active: True

Notes: Model timeline evaluation: GPT-5.4 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
Slope0.963
Intercept1.328
R^20.989
P-value4.03e-97
Pearson r0.994
Mean source words30.400
Length fallback rows0
Mean human words44.160
Mean AI words43.870
Mean absolute length residual2.927
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 = -0.393, R^2 = 0.154, p = 5.24e-05.
chrF++ vs passage length
chrF++: significant negative; r = -0.408, R^2 = 0.166, p = 2.51e-05.
METEOR vs passage length
METEOR: significant negative; r = -0.444, R^2 = 0.197, p = 3.77e-06.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.426, R^2 = 0.181, p = 1.02e-05.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.298, R^2 = 0.089, p = 0.0026.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.303, R^2 = 0.092, p = 0.0022.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.300, R^2 = 0.090, p = 0.0024.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.306, R^2 = 0.093, p = 0.0020.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.393 0.154 5.24e-05 -0.00258 ok
chrF++ 100 significant negative -0.408 0.166 2.51e-05 -0.00155 ok
METEOR 100 significant negative -0.444 0.197 3.77e-06 -0.00184 ok
ROUGE-L 100 significant negative -0.426 0.181 1.02e-05 -0.00167 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 -0.298 0.089 0.0026 -0.00235 ok
Trigram recall 100 significant negative -0.303 0.092 0.0022 -0.00233 ok
Trigram F1 100 significant negative -0.300 0.090 0.0024 -0.00233 ok
Trigram Jaccard 100 significant negative -0.306 0.093 0.0020 -0.00253 ok

Translation Similarity Metrics

Mean BLEU-452.7%
Mean chrF++74.1%
Mean METEOR79.9%
Mean ROUGE-L79.6%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU52.5%
Unigram F180.3%
Bigram F158.3%
Trigram precision45.6%
Trigram recall45.3%
Trigram F145.5%
Trigram Jaccard29.4%
4-gram F136.2%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2604 Καρχηδών 117 129 14.959 30.9% 63.4% 71.8% 69.1% N/A N/A N/A reviewed/approved 10895 gpt-5.4
2484 Καρία 270 248 -13.436 37.4% 64.5% 59.9% 68.7% N/A N/A N/A reviewed/approved 10880 gpt-5.4
2119 Κάλλατις 65 75 11.054 22.4% 58.8% 69.1% 61.4% N/A N/A N/A reviewed/approved 10820 gpt-5.4
2056 Καβειρία 112 99 -10.225 33.5% 68.8% 63.3% 68.2% N/A N/A N/A reviewed/approved 10203 gpt-5.4
7254 Κύτα 84 91 8.750 44.8% 68.6% 71.1% 70.9% N/A N/A N/A reviewed/approved 10991 gpt-5.4
2609 Κάσπειρος 135 140 8.618 52.8% 72.7% 72.1% 75.6% N/A N/A N/A reviewed/approved 10904 gpt-5.4
2603 Κάρυστος 175 178 8.084 40.7% 64.0% 68.5% 65.5% N/A N/A N/A reviewed/approved 10892 gpt-5.4
7251 Κύρτος 66 57 -7.910 34.4% 58.0% 65.0% 71.0% N/A N/A N/A reviewed/approved 10982 gpt-5.4
7259 Κύφος 54 61 7.651 45.9% 74.8% 88.0% 85.2% N/A N/A N/A reviewed/approved 11006 gpt-5.4
2477 Καρδαμύλη 43 50 7.248 41.5% 74.3% 84.1% 71.0% N/A N/A N/A reviewed/approved 10877 gpt-5.4
7260 Κυχρεῖος πάγος 61 67 6.907 46.8% 73.0% 79.0% 65.6% N/A N/A N/A reviewed/approved 11009 gpt-5.4
7255 Κυτέριον 22 29 6.478 31.0% 64.0% 61.7% 58.8% N/A N/A N/A reviewed/approved 10994 gpt-5.4
7257 Κυτώνιον 25 20 -5.412 57.1% 72.6% 74.7% 80.0% N/A N/A N/A reviewed/approved 11000 gpt-5.4
2059 Καδμεία 20 26 5.405 32.1% 67.5% 68.2% 69.6% N/A N/A N/A reviewed/approved 10212 gpt-5.4
2468 Καπετώλιον 138 129 -5.272 29.3% 56.3% 58.1% 63.7% N/A N/A N/A reviewed/approved 10871 gpt-5.4
2621 Κάστνιον 25 30 4.588 50.6% 76.1% 75.2% 76.4% N/A N/A N/A reviewed/approved 10910 gpt-5.4
2083 Καλαμένθη 24 20 -4.449 43.7% 66.6% 71.5% 72.7% N/A N/A N/A reviewed/approved 10790 gpt-5.4
7244 Κυρήνη 54 49 -4.349 49.3% 75.2% 84.9% 81.6% N/A N/A N/A reviewed/approved 10961 gpt-5.4
7253 Κυρτώνιος 18 23 4.332 42.5% 67.8% 84.2% 73.2% N/A N/A N/A reviewed/approved 10988 gpt-5.4
2328 Καλλίπολις 43 47 4.248 39.3% 67.3% 72.1% 64.4% N/A N/A N/A reviewed/approved 10832 gpt-5.4
2329 Κάλπη 57 52 -4.240 61.3% 76.8% 81.6% 85.5% N/A N/A N/A reviewed/approved 10835 gpt-5.4
2597 Καρπασία 112 105 -4.225 54.2% 76.2% 72.8% 79.3% N/A N/A N/A reviewed/approved 10883 gpt-5.4
2470 Καππαδοκία 68 71 4.163 34.2% 66.2% 86.1% 82.0% N/A N/A N/A reviewed/approved 10874 gpt-5.4
2115 Καλὴ ἀκτή 64 67 4.017 30.5% 59.7% 64.3% 64.1% N/A N/A N/A reviewed/approved 10808 gpt-5.4
2079 Καισάρεια 39 35 -3.899 56.6% 75.2% 85.4% 89.2% N/A N/A N/A reviewed/approved 10778 gpt-5.4
7250 Κυρταία 40 36 -3.862 46.8% 72.0% 75.8% 71.1% N/A N/A N/A reviewed/approved 10979 gpt-5.4
3496 Κοτιάειον 71 66 -3.727 32.1% 54.0% 56.1% 61.3% N/A N/A N/A reviewed/approved 10946 gpt-5.4
2605 Κάσιον 56 59 3.724 55.5% 75.1% 83.1% 81.7% N/A N/A N/A reviewed/approved 10898 gpt-5.4
2465 Κάνωπος 83 85 3.713 41.7% 67.6% 78.4% 72.6% N/A N/A N/A reviewed/approved 10868 gpt-5.4
2342 Κάμιρος 54 57 3.651 55.9% 80.4% 86.2% 77.5% N/A N/A N/A reviewed/approved 10856 gpt-5.4

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: 8.377; cross-validated R^2: -0.192.

Positive termCoefficientDocsMean presentMean absent
οι 0.8445 11 3.230 -0.399
δε και 0.8041 8 2.857 -0.248
τε 0.7710 5 3.969 -0.209
εκαλειτο 0.6950 7 2.277 -0.171
εστι δε και 0.6604 3 7.969 -0.246
ος 0.6283 6 4.297 -0.274
τη 0.6150 15 1.848 -0.326
δυο 0.5716 4 4.728 -0.197
απο 0.5670 27 1.118 -0.413
εστι δε 0.5613 5 3.540 -0.186
ου και 0.5154 4 6.286 -0.262
εν τη 0.5153 7 3.007 -0.226
παιδος 0.4805 4 3.580 -0.149
εδει 0.4684 3 5.640 -0.174
πολιτης 0.4588 18 2.174 -0.477
ου 0.4409 14 1.294 -0.211
λεγεται 0.4250 9 2.149 -0.212
πολιχνιον 0.4178 3 4.598 -0.142
εκαλειτο δε 0.4100 3 3.202 -0.099
αφ 0.4100 6 2.303 -0.147
Negative termCoefficientDocsMean presentMean absent
το -0.6645 70 -0.193 0.450
εστι και -0.5650 20 -0.948 0.237
θεοπομπος -0.5472 5 -3.191 0.168
οικητωρ -0.5350 6 -4.017 0.256
κατα -0.4473 10 -1.145 0.127
τω -0.4381 16 -0.872 0.166
μεταξυ -0.4217 5 -1.291 0.068
εν τω -0.3854 6 -1.874 0.120
το θηλυκον -0.3412 6 -3.164 0.202
το κτητικον -0.3327 7 -3.262 0.246
κτητικον -0.3327 7 -3.262 0.246
του -0.3277 37 0.477 -0.280
πολις της -0.3165 3 -5.153 0.159
δευτερω -0.3149 3 -1.433 0.044
ως το -0.3131 3 -5.490 0.170
θρακης -0.3068 5 -1.734 0.091
δια -0.2995 16 0.465 -0.088
εθνος -0.2991 8 -2.489 0.216
θηλυκον και -0.2918 3 -4.215 0.130
ποταμου -0.2900 3 -2.171 0.067

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 4.125; cross-validated R^2: -0.223.

Positive termCoefficientDocsMean presentMean absent
δε και 1.1221 8 7.191 2.557
δε 1.0648 46 3.870 2.124
αφ 1.0136 6 7.119 2.660
ος 0.9774 6 7.296 2.648
την 0.9729 13 6.325 2.420
απο 0.9665 27 4.959 2.176
και 0.9438 66 3.557 1.705
τω 0.9184 16 4.438 2.640
εκαλειτο δε 0.8824 3 12.159 2.642
εστι δε 0.8622 5 7.630 2.680
μεν 0.8168 4 9.805 2.641
απο της 0.7745 6 7.619 2.628
εστι δε και 0.7570 3 7.969 2.771
εν 0.7509 37 3.668 2.492
της 0.7334 35 4.259 2.210
εστι 0.7304 24 4.498 2.431
αφ ου 0.6926 5 7.462 2.689
γαρ 0.6799 9 5.798 2.643
τη 0.6725 15 4.934 2.573
ου 0.6507 14 5.352 2.533
Negative termCoefficientDocsMean presentMean absent
προς -0.7171 15 2.325 3.034
το εθνικον -0.6831 56 2.924 2.932
εθνικον -0.6831 56 2.924 2.932
νησος -0.6654 9 1.742 3.045
και πολις -0.6022 5 1.552 3.000
τους -0.5828 4 1.071 3.005
μια -0.5088 3 0.788 2.993
φασι -0.4688 8 2.618 2.954
πολις -0.4475 68 3.190 2.369
προς τη -0.4290 4 1.760 2.976
καππαδοκιας -0.4224 3 2.004 2.956
δευτερω -0.3804 3 1.433 2.974
τεταρτω -0.3652 3 1.980 2.957
ειρηται -0.3614 3 1.767 2.963
τον -0.3460 10 2.896 2.931
πελοποννησου -0.3441 3 1.025 2.986
πολυβιος -0.3425 5 1.622 2.996
ουδετερως -0.3322 3 1.965 2.957
λυκιας -0.3242 3 1.149 2.982
πολις και -0.3196 6 3.328 2.902

AI English terms predicting large absolute residuals

Features: 332; ridge alpha: 2.031; cross-validated R^2: -0.144.

Positive termCoefficientDocsMean presentMean absent
the 1.6342 93 3.027 1.607
to 1.2420 23 4.656 2.411
with 1.2239 16 4.865 2.558
there 1.1901 31 4.288 2.316
and 1.1720 56 3.974 1.595
who 1.1647 10 6.200 2.564
are 1.1375 23 4.440 2.475
it 1.0919 37 4.152 2.208
whom 1.0888 4 7.485 2.737
used 1.0100 11 6.117 2.533
from 0.9978 42 3.861 2.251
is the 0.9588 4 7.421 2.740
of 0.9400 65 3.493 1.877
is named after 0.9390 3 9.839 2.714
among 0.9305 6 5.635 2.754
by 0.9164 11 4.993 2.672
he 0.9047 5 8.609 2.628
is from 0.9033 17 5.042 2.494
after 0.8644 24 4.702 2.367
there is 0.8635 23 4.407 2.485
Negative termCoefficientDocsMean presentMean absent
they -0.9120 11 3.285 2.883
island -0.8152 14 2.015 3.076
the ethnonym is -0.7873 57 2.965 2.878
ethnonym is -0.7873 57 2.965 2.878
an -0.7536 16 2.647 2.981
some -0.7440 11 2.375 2.996
the ethnonym -0.7001 58 2.988 2.843
ethnonym -0.7001 58 2.988 2.843
one of the -0.6922 3 0.788 2.993
one of -0.6922 3 0.788 2.993
an island -0.6911 10 1.605 3.074
and a -0.6539 6 2.040 2.984
this is -0.6138 6 2.197 2.974
a city and -0.5926 5 1.540 3.000
a city -0.5923 65 3.255 2.319
is also called -0.5801 3 0.489 3.003
also called -0.5675 4 1.060 3.005
city in -0.5414 40 3.151 2.778
say -0.5189 11 3.095 2.907
neuter -0.5141 4 1.950 2.968

Human English terms predicting large absolute residuals

Features: 336; ridge alpha: 2.894; cross-validated R^2: -0.158.

Positive termCoefficientDocsMean presentMean absent
the 1.3130 90 3.084 1.514
who 1.2648 13 5.839 2.492
and 1.2215 52 3.821 1.959
there 1.1996 34 4.278 2.231
was 1.1150 20 4.656 2.495
from 0.9669 37 3.947 2.328
also 0.8538 43 3.781 2.283
with 0.8438 16 4.643 2.601
usage 0.8386 4 7.027 2.756
from the 0.8181 13 5.781 2.501
there is 0.7912 24 4.493 2.433
there is also 0.7836 22 4.685 2.432
he 0.7810 3 9.698 2.718
be 0.7775 15 5.779 2.424
is with 0.7343 4 8.500 2.695
among 0.6908 4 7.364 2.742
local 0.6901 6 6.010 2.731
to 0.6884 31 4.129 2.387
like 0.6843 5 4.971 2.820
with the 0.6744 5 7.380 2.693
Negative termCoefficientDocsMean presentMean absent
they -1.0348 12 1.874 3.071
an -0.8319 22 2.097 3.161
the ethnonym is -0.7632 52 2.773 3.095
ethnonym is -0.7632 52 2.773 3.095
island -0.6045 14 2.015 3.076
an island -0.5916 9 1.314 3.087
a city -0.5646 64 3.247 2.358
ethnonym -0.5590 57 3.030 2.791
kappadokia -0.5555 3 2.093 2.953
the ethnonym -0.5361 56 3.054 2.766
one of the -0.5005 4 1.303 2.995
ethnonyms -0.4811 3 1.130 2.983
one of -0.4680 5 1.749 2.989
they are -0.4251 7 2.175 2.984
territory -0.4128 5 1.327 3.012
but -0.3946 12 2.892 2.932
a city in -0.3930 40 3.348 2.647
in the -0.3773 25 2.975 2.911
city in -0.3755 41 3.357 2.629
is a -0.3738 31 3.441 2.696

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.