gpt-4.1-2025-04-14 v3 Evaluation

Generated: 2026-07-25 12:52:32 UTC

Pairs100
Distinct lemmas100
Slope0.977
R^20.989
BLEU-443.7%
chrF++68.4%
METEOR75.6%
ROUGE-L75.7%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 2415

First translation using this version: 2026-07-16

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

Created: 2026-07-16 06:54:03.500756+10:00

Active: True

Notes: Model timeline evaluation: GPT-4.1 (2025-04-14) 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
Slope0.977
Intercept0.980
R^20.989
P-value3.91e-98
Pearson r0.995
Mean source words30.400
Length fallback rows0
Mean human words44.160
Mean AI words44.110
Mean absolute length residual2.973
Mean absolute percent error7.5%

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 = -0.327, R^2 = 0.107, p = 0.0009.
chrF++ vs passage length
chrF++: significant negative; r = -0.368, R^2 = 0.135, p = 0.0002.
METEOR vs passage length
METEOR: significant negative; r = -0.467, R^2 = 0.218, p = 9.85e-07.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.476, R^2 = 0.226, p = 5.63e-07.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.360, R^2 = 0.130, p = 0.0002.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.355, R^2 = 0.126, p = 0.0003.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.358, R^2 = 0.128, p = 0.0003.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.348, R^2 = 0.121, p = 0.0004.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.327 0.107 0.0009 -0.00206 ok
chrF++ 100 significant negative -0.368 0.135 0.0002 -0.00142 ok
METEOR 100 significant negative -0.467 0.218 9.85e-07 -0.00211 ok
ROUGE-L 100 significant negative -0.476 0.226 5.63e-07 -0.00202 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 -0.360 0.130 0.0002 -0.00286 ok
Trigram recall 100 significant negative -0.355 0.126 0.0003 -0.00282 ok
Trigram F1 100 significant negative -0.358 0.128 0.0003 -0.00282 ok
Trigram Jaccard 100 significant negative -0.348 0.121 0.0004 -0.00287 ok

Translation Similarity Metrics

Mean BLEU-443.7%
Mean chrF++68.4%
Mean METEOR75.6%
Mean ROUGE-L75.7%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU45.8%
Unigram F176.5%
Bigram F151.8%
Trigram precision38.1%
Trigram recall38.0%
Trigram F138.1%
Trigram Jaccard23.5%
4-gram F129.1%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2468 Καπετώλιον 138 124 -11.762 19.8% 47.7% 50.8% 55.0% N/A N/A N/A reviewed/approved 13274 gpt-4.1-2025-04-14
2604 Καρχηδών 117 127 11.749 37.8% 65.1% 68.0% 63.7% N/A N/A N/A reviewed/approved 13298 gpt-4.1-2025-04-14
2056 Καβειρία 112 100 -10.368 35.0% 67.8% 63.2% 69.8% N/A N/A N/A reviewed/approved 13142 gpt-4.1-2025-04-14
2626 Κατάνη 95 84 -9.764 35.1% 60.7% 64.1% 69.3% N/A N/A N/A reviewed/approved 13331 gpt-4.1-2025-04-14
3288 Κορώνεια 110 117 8.585 30.7% 63.1% 73.0% 70.2% N/A N/A N/A reviewed/approved 13346 gpt-4.1-2025-04-14
2455 Κάναστρον 60 51 -8.581 17.4% 49.1% 51.7% 57.7% N/A N/A N/A reviewed/approved 13268 gpt-4.1-2025-04-14
2342 Κάμιρος 54 62 8.279 41.8% 69.0% 70.0% 67.2% N/A N/A N/A reviewed/approved 13259 gpt-4.1-2025-04-14
7266 Κώμη 79 70 -8.138 18.6% 49.8% 48.1% 51.0% N/A N/A N/A reviewed/approved 13430 gpt-4.1-2025-04-14
2328 Καλλίπολις 43 51 8.023 29.6% 58.9% 54.4% 57.4% N/A N/A N/A reviewed/approved 13235 gpt-4.1-2025-04-14
2609 Κάσπειρος 135 125 -7.832 41.5% 67.3% 69.0% 71.5% N/A N/A N/A reviewed/approved 13307 gpt-4.1-2025-04-14
2470 Καππαδοκία 68 75 7.606 27.0% 62.9% 76.1% 74.1% N/A N/A N/A reviewed/approved 13277 gpt-4.1-2025-04-14
7260 Κυχρεῖος πάγος 61 68 7.443 44.4% 68.6% 73.5% 68.2% N/A N/A N/A reviewed/approved 13412 gpt-4.1-2025-04-14
2329 Κάλπη 57 50 -6.651 40.8% 64.8% 64.6% 70.4% N/A N/A N/A reviewed/approved 13238 gpt-4.1-2025-04-14
7259 Κύφος 54 60 6.279 46.2% 73.0% 82.8% 80.7% N/A N/A N/A reviewed/approved 13409 gpt-4.1-2025-04-14
7247 Κύρνος 50 44 -5.814 40.0% 65.6% 74.6% 66.0% N/A N/A N/A reviewed/approved 13373 gpt-4.1-2025-04-14
7248 Κύρου πόλις 32 38 5.766 23.6% 59.8% 71.0% 62.9% N/A N/A N/A reviewed/approved 13376 gpt-4.1-2025-04-14
2621 Κάστνιον 25 31 5.603 49.9% 75.7% 72.3% 75.0% N/A N/A N/A reviewed/approved 13313 gpt-4.1-2025-04-14
2602 Καρύανδα 34 29 -5.187 36.6% 65.9% 74.7% 69.8% N/A N/A N/A reviewed/approved 13292 gpt-4.1-2025-04-14
7244 Κυρήνη 54 49 -4.721 36.1% 64.5% 69.2% 69.9% N/A N/A N/A reviewed/approved 13364 gpt-4.1-2025-04-14
7252 Κύρτωνες 27 32 4.650 44.0% 71.0% 80.3% 74.6% N/A N/A N/A reviewed/approved 13388 gpt-4.1-2025-04-14
2055 Καβασσός 109 103 -4.438 27.9% 58.9% 54.0% 60.4% N/A N/A N/A reviewed/approved 13139 gpt-4.1-2025-04-14
2603 Κάρυστος 175 176 4.101 32.0% 59.4% 58.5% 56.8% N/A N/A N/A reviewed/approved 13295 gpt-4.1-2025-04-14
7254 Κύτα 84 87 3.979 37.9% 66.1% 66.7% 72.5% N/A N/A N/A reviewed/approved 13394 gpt-4.1-2025-04-14
2599 Καρπήσιοι 11 8 -3.723 22.4% 60.6% 55.0% 63.2% N/A N/A N/A reviewed/approved 13289 gpt-4.1-2025-04-14
2077 Καιρή 17 14 -3.583 47.8% 67.1% 67.4% 71.0% N/A N/A N/A reviewed/approved 13178 gpt-4.1-2025-04-14
2628 Καταονία 24 28 3.580 18.1% 53.4% 47.9% 61.5% N/A N/A N/A reviewed/approved 13337 gpt-4.1-2025-04-14
7251 Κύρτος 66 69 3.559 38.0% 63.2% 79.2% 71.1% N/A N/A N/A reviewed/approved 13385 gpt-4.1-2025-04-14
2115 Καλὴ ἀκτή 64 67 3.513 20.3% 46.8% 62.4% 58.0% N/A N/A N/A reviewed/approved 13211 gpt-4.1-2025-04-14
2059 Καδμεία 20 24 3.487 17.8% 57.8% 68.9% 72.7% N/A N/A N/A reviewed/approved 13151 gpt-4.1-2025-04-14
2114 Κάλβιος 18 22 3.440 24.4% 53.6% 75.3% 65.0% N/A N/A N/A reviewed/approved 13208 gpt-4.1-2025-04-14

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: 5.878; cross-validated R^2: -0.148.

Positive termCoefficientDocsMean presentMean absent
δε και 1.1704 8 4.695 -0.408
πολιτης 1.0866 18 3.108 -0.682
απο 1.0636 27 1.675 -0.619
οι 0.8094 11 2.739 -0.339
εστι δε και 0.7632 3 7.786 -0.241
παιδος 0.7475 4 4.575 -0.191
ος 0.7372 6 3.282 -0.209
εις 0.7125 7 2.397 -0.180
εκ 0.7115 6 3.202 -0.204
τη 0.6558 15 1.836 -0.324
εν τη 0.6495 7 3.000 -0.226
πολις 0.6448 68 0.424 -0.901
εστι δε 0.6196 5 3.300 -0.174
πολις προς 0.6124 3 4.428 -0.137
λεγεται 0.5996 9 2.789 -0.276
την 0.5663 13 0.328 -0.049
δυο 0.5645 4 3.647 -0.152
εκαλειτο δε 0.5510 3 6.056 -0.187
λεγεται και 0.5299 8 2.759 -0.240
ου και 0.5295 4 3.752 -0.156
Negative termCoefficientDocsMean presentMean absent
τα -1.2984 12 -3.353 0.457
γαρ -1.0717 9 -2.091 0.207
το -0.9414 70 -0.408 0.951
εκαταιος -0.6756 14 -1.274 0.207
θεοπομπος -0.6546 5 -2.274 0.120
το εθνικον -0.5854 56 -0.800 1.018
εθνικον -0.5854 56 -0.800 1.018
μετα -0.5659 3 -5.093 0.158
τε -0.5639 5 -0.863 0.045
εθνος -0.5588 8 -1.537 0.134
θρακης -0.5514 5 -3.020 0.159
ουδετερως -0.5212 3 -4.046 0.125
ει -0.5068 4 -2.966 0.124
ουτως -0.5033 5 -2.874 0.151
ποταμου -0.5001 3 -2.031 0.063
οικητωρ -0.4320 6 -1.797 0.115
ειναι -0.4268 8 -1.737 0.151
πλησιον -0.4088 8 -0.806 0.070
δε της -0.3977 6 -1.985 0.127
αλλ -0.3822 3 -2.935 0.091

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 2.031; cross-validated R^2: 0.040.

Positive termCoefficientDocsMean presentMean absent
και 2.6453 66 3.513 1.924
δε 2.4918 46 4.171 1.953
την 1.8815 13 6.033 2.516
γαρ 1.3031 9 5.182 2.754
ος 1.2166 6 7.202 2.703
δε και 1.1176 8 5.463 2.756
αλλ 1.0681 3 8.006 2.817
βοιωτιας 1.0058 3 7.868 2.822
εστι δε 0.9775 5 7.448 2.737
τε 0.9485 5 5.524 2.839
τα 0.9412 12 4.780 2.727
εις 0.9152 7 5.758 2.763
αλλη 0.9095 4 7.553 2.782
της 0.8467 35 3.846 2.503
εστι δε και 0.8245 3 7.786 2.824
και αλλη 0.8120 3 8.497 2.802
δε της 0.7632 6 6.669 2.737
μετα 0.7598 3 6.638 2.860
τριτη 0.7368 3 6.560 2.862
εξ 0.6954 3 7.115 2.845
Negative termCoefficientDocsMean presentMean absent
και το -1.4376 9 1.642 3.104
στραβων -1.1351 15 2.198 3.110
θηλυκον -1.0702 12 2.898 2.983
και πολις -0.9575 5 1.396 3.056
εστι και -0.9519 20 2.962 2.976
δε απο -0.8095 3 0.784 3.041
οικητωρ -0.8070 6 2.569 2.999
τεταρτω -0.8021 3 1.669 3.013
μια -0.8018 3 0.565 3.047
το εθνικον -0.7158 56 3.028 2.903
εθνικον -0.7158 56 3.028 2.903
τοπος -0.6837 4 1.782 3.023
πορρω -0.6801 3 0.358 3.054
ου πορρω -0.6801 3 0.358 3.054
ακρα -0.6208 4 1.345 3.041
προς τω -0.6070 4 1.864 3.019
προς τη -0.5837 4 1.983 3.014
εκαταιος ασια -0.5747 5 1.221 3.065
ασια -0.5747 5 1.221 3.065
τους -0.5702 4 2.726 2.983

AI English terms predicting large absolute residuals

Features: 341; ridge alpha: 2.031; cross-validated R^2: -0.042.

Positive termCoefficientDocsMean presentMean absent
and 2.8997 54 3.847 1.947
for 1.6178 14 5.030 2.638
the 1.5364 94 3.057 1.652
on 1.1283 15 4.861 2.640
among 1.0851 8 5.382 2.763
iota 1.0753 5 5.462 2.842
of 1.0453 62 3.340 2.374
from 1.0386 45 3.824 2.277
was 1.0220 21 4.491 2.569
renowned 0.9976 4 8.338 2.749
these 0.9967 5 7.243 2.748
who was 0.9690 3 9.157 2.782
boiotia 0.9239 3 7.868 2.822
to 0.8808 21 4.200 2.647
bithynia 0.8629 3 8.807 2.792
it 0.8334 39 3.954 2.346
his europe 0.8298 3 8.055 2.816
in his europe 0.8298 3 8.055 2.816
is a city 0.8205 4 5.501 2.868
also 0.8149 43 3.788 2.358
Negative termCoefficientDocsMean presentMean absent
strabo book -0.7393 8 1.222 3.125
book -0.7149 40 2.496 3.291
the feminine -0.6900 12 2.648 3.017
strabo -0.6737 15 2.198 3.110
the son of -0.6139 6 1.605 3.060
its -0.6083 4 1.450 3.036
one of -0.5742 3 0.768 3.041
a city in -0.5628 43 2.784 3.115
in his asia -0.5616 4 1.077 3.052
his asia -0.5616 4 1.077 3.052
not far from -0.5470 3 0.358 3.054
not far -0.5470 3 0.358 3.054
far from -0.5470 3 0.358 3.054
far -0.5470 3 0.358 3.054
was also -0.5372 5 1.897 3.030
sea -0.5289 7 2.855 2.982
syria -0.5247 3 0.551 3.048
in syria -0.5247 3 0.551 3.048
just as -0.5016 11 2.499 3.032
just -0.5016 11 2.499 3.032

Human English terms predicting large absolute residuals

Features: 336; ridge alpha: 1.425; cross-validated R^2: 0.054.

Positive termCoefficientDocsMean presentMean absent
and 3.7956 52 3.950 1.914
the 2.2596 90 3.115 1.696
was 1.8473 20 4.695 2.542
with 1.7353 16 4.175 2.744
for 1.5326 11 5.584 2.650
at 1.3807 6 7.147 2.706
on 1.3441 16 4.004 2.777
from 1.2696 37 3.607 2.601
this 1.2382 15 5.697 2.492
of 1.2365 66 3.465 2.017
for the 1.1879 7 6.062 2.740
forms 1.1605 4 8.013 2.763
were 1.1318 4 7.046 2.803
boiotia 1.0892 3 7.868 2.822
has 1.0865 6 6.554 2.744
all 1.0259 3 8.147 2.813
too 0.9712 3 7.684 2.827
also 0.9553 43 3.664 2.452
on the 0.9107 10 4.488 2.805
are 0.9007 25 4.147 2.581
Negative termCoefficientDocsMean presentMean absent
strabo -1.0198 15 2.198 3.110
book -1.0060 39 2.345 3.375
strabo book -0.8700 10 1.786 3.105
the ethnonym is -0.7709 52 2.951 2.997
ethnonym is -0.7709 52 2.951 2.997
from the -0.7433 13 2.721 3.010
the possessive -0.7297 6 1.791 3.048
the ethnonym -0.6916 56 3.065 2.856
ethnonym -0.6737 57 3.089 2.819
to be -0.6708 9 3.148 2.956
one of -0.6592 5 2.325 3.007
in his asia -0.6411 5 1.221 3.065
his asia -0.6411 5 1.221 3.065
place -0.6397 6 3.212 2.958
not far from -0.6133 3 0.358 3.054
not far -0.6133 3 0.358 3.054
far from -0.6133 3 0.358 3.054
far -0.6133 3 0.358 3.054
also a city -0.6048 4 1.906 3.017
is a -0.6042 31 2.960 2.979

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.