gpt-5.3-chat-latest v3 Evaluation

Generated: 2026-09-20 11:21:47 UTC

Pairs100
Distinct lemmas100
Slope0.932
R^20.987
BLEU-448.4%
chrF++70.2%
METEOR77.0%
ROUGE-L77.6%
BERTScore95.8%
COMET79.3%
BLEURT74.5%

Profile version id: 2333

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-5.3 Chat 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
Slope0.932
Intercept2.231
R^20.987
P-value5.13e-94
Pearson r0.993
Mean source words30.400
Length fallback rows0
Mean human words44.150
Mean AI words43.370
Mean absolute length residual3.175
Mean absolute percent error7.6%

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 = -0.374, R^2 = 0.140, p = 0.0001.
chrF++ vs passage length
chrF++: significant negative; r = -0.397, R^2 = 0.157, p = 4.41e-05.
METEOR vs passage length
METEOR: significant negative; r = -0.399, R^2 = 0.159, p = 3.95e-05.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.423, R^2 = 0.179, p = 1.19e-05.
BERTScore vs passage length
BERTScore: significant negative; r = -0.558, R^2 = 0.311, p = 1.66e-09.
COMET vs passage length
COMET: significant negative; r = -0.423, R^2 = 0.179, p = 1.18e-05.
BLEURT vs passage length
BLEURT: significant negative; r = -0.722, R^2 = 0.521, p = 2.48e-17.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.314, R^2 = 0.098, p = 0.0015.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.331, R^2 = 0.110, p = 0.0008.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.322, R^2 = 0.104, p = 0.0011.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.323, R^2 = 0.104, p = 0.0011.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.374 0.140 0.0001 -0.00223 ok
chrF++ 100 significant negative -0.397 0.157 4.41e-05 -0.00152 ok
METEOR 100 significant negative -0.399 0.159 3.95e-05 -0.00171 ok
ROUGE-L 100 significant negative -0.423 0.179 1.19e-05 -0.00164 ok
BERTScore 100 significant negative -0.558 0.311 1.66e-09 -0.00041 ok
COMET 100 significant negative -0.423 0.179 1.18e-05 -0.00078 ok
BLEURT 100 significant negative -0.722 0.521 2.48e-17 -0.00246 ok
Trigram precision 100 significant negative -0.314 0.098 0.0015 -0.00229 ok
Trigram recall 100 significant negative -0.331 0.110 0.0008 -0.00238 ok
Trigram F1 100 significant negative -0.322 0.104 0.0011 -0.00232 ok
Trigram Jaccard 100 significant negative -0.323 0.104 0.0011 -0.00242 ok

Translation Similarity Metrics

Mean BLEU-448.4%
Mean chrF++70.2%
Mean METEOR77.0%
Mean ROUGE-L77.6%
Mean BERTScore95.8%
Mean COMET79.3%
Mean BLEURT74.5%
Legacy smoothed corpus BLEU49.4%
Unigram F178.4%
Bigram F155.7%
Trigram precision42.9%
Trigram recall42.1%
Trigram F142.5%
Trigram Jaccard27.0%
4-gram F133.1%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2056 Καβειρία 112 93 -13.592 26.5% 56.6% 64.4% 69.3% 94.6% 77.7% 57.6% reviewed/approved 11039 gpt-5.3-chat-latest
2484 Καρία 270 241 -12.815 29.0% 56.8% 58.0% 63.4% 91.7% 79.7% 51.0% reviewed/approved 11181 gpt-5.3-chat-latest
7254 Κύτα 84 92 11.498 43.6% 67.8% 70.7% 71.6% 93.0% 77.0% 60.2% reviewed/approved 11304 gpt-5.3-chat-latest
2604 Καρχηδών 117 122 10.749 32.8% 61.8% 70.7% 69.7% 94.0% 78.9% 63.5% reviewed/approved 11197 gpt-5.3-chat-latest
7255 Κυτέριον 22 32 9.269 29.5% 65.3% 63.5% 63.0% 95.0% 73.4% 70.3% reviewed/approved 11305 gpt-5.3-chat-latest
2119 Κάλλατις 65 72 9.202 19.9% 53.6% 69.0% 65.7% 93.0% 68.0% 60.7% reviewed/approved 11118 gpt-5.3-chat-latest
2342 Κάμιρος 54 61 8.452 41.0% 70.3% 71.1% 74.8% 94.8% 77.8% 66.7% reviewed/approved 11154 gpt-5.3-chat-latest
2470 Καππαδοκία 68 74 8.407 10.9% 49.9% 76.5% 67.6% 94.0% 76.9% 68.9% reviewed/approved 11170 gpt-5.3-chat-latest
7267 Κωνώπη 64 70 8.134 47.8% 67.1% 59.3% 65.7% 94.2% 72.0% 66.8% reviewed/approved 11334 gpt-5.3-chat-latest
7260 Κυχρεῖος πάγος 61 67 7.929 51.3% 73.1% 80.3% 67.2% 95.6% 76.4% 61.2% reviewed/approved 11321 gpt-5.3-chat-latest
7257 Κυτώνιον 25 18 -7.526 43.2% 66.0% 69.5% 79.1% 93.8% 78.9% 72.5% reviewed/approved 11311 gpt-5.3-chat-latest
2468 Καπετώλιον 138 124 -6.819 24.5% 49.4% 56.0% 58.0% 88.9% 69.5% 52.6% reviewed/approved 11168 gpt-5.3-chat-latest
2603 Κάρυστος 175 172 6.705 47.5% 68.2% 79.6% 76.7% 94.8% 77.4% 64.9% reviewed/approved 11194 gpt-5.3-chat-latest
7266 Κώμη 79 82 6.157 20.7% 45.0% 49.2% 49.7% 91.6% 71.2% 53.5% reviewed/approved 11333 gpt-5.3-chat-latest
2626 Κατάνη 95 85 -5.752 37.3% 57.1% 57.8% 60.0% 93.4% 72.1% 60.2% reviewed/approved 11241 gpt-5.3-chat-latest
2621 Κάστνιον 25 31 5.474 46.0% 73.2% 74.4% 71.4% 96.7% 80.3% 76.7% reviewed/approved 11220 gpt-5.3-chat-latest
2080 Καλαβρία 18 14 -5.004 20.9% 52.1% 48.5% 62.5% 93.8% 82.8% 82.3% reviewed/approved 11080 gpt-5.3-chat-latest
7251 Κύρτος 66 59 -4.730 47.0% 66.7% 78.6% 78.4% 93.8% 73.4% 65.9% reviewed/approved 11294 gpt-5.3-chat-latest
2597 Καρπασία 112 111 4.408 49.5% 73.1% 75.9% 78.0% 95.4% 77.8% 64.1% reviewed/approved 11183 gpt-5.3-chat-latest
3288 Κορώνεια 110 109 4.272 40.0% 67.3% 62.4% 73.6% 95.3% 76.9% 65.3% reviewed/approved 11257 gpt-5.3-chat-latest
7249 Κύρρος 45 40 -4.162 56.0% 68.5% 77.4% 77.6% 96.2% 76.7% 73.2% reviewed/approved 11288 gpt-5.3-chat-latest
2059 Καδμεία 20 25 4.133 34.3% 68.6% 74.5% 75.6% 95.8% 81.1% 78.2% reviewed/approved 11048 gpt-5.3-chat-latest
2057 Καβελλιών 34 30 -3.912 38.9% 67.3% 80.3% 81.2% 96.3% 77.2% 80.2% reviewed/approved 11042 gpt-5.3-chat-latest
2081 Καλάθη 49 44 -3.889 48.5% 73.5% 79.6% 86.0% 96.8% 74.3% 70.9% reviewed/approved 11083 gpt-5.3-chat-latest
7262 Κῶβρυς 22 19 -3.731 68.9% 81.2% 84.3% 92.7% 97.2% 80.5% 81.0% reviewed/approved 11325 gpt-5.3-chat-latest
2328 Καλλίπολις 43 46 3.702 40.6% 67.1% 66.4% 65.2% 94.1% 73.7% 72.0% reviewed/approved 11130 gpt-5.3-chat-latest
2477 Καρδαμύλη 43 46 3.702 36.5% 70.0% 78.2% 69.7% 95.9% 78.0% 71.8% reviewed/approved 11176 gpt-5.3-chat-latest
2605 Κάσιον 56 58 3.588 41.6% 66.8% 65.9% 71.9% 94.4% 74.6% 66.4% reviewed/approved 11203 gpt-5.3-chat-latest
2079 Καισάρεια 39 35 -3.571 64.1% 81.9% 87.9% 91.9% 98.2% 82.9% 83.7% reviewed/approved 11077 gpt-5.3-chat-latest
7244 Κυρήνη 54 49 -3.548 47.2% 72.5% 82.4% 77.7% 96.8% 79.3% 76.1% reviewed/approved 11275 gpt-5.3-chat-latest

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: 4.125; cross-validated R^2: -0.165.

Positive termCoefficientDocsMean presentMean absent
ος 1.5064 6 5.729 -0.366
και 1.2903 66 0.304 -0.590
απο 1.2309 27 1.853 -0.685
λεγεται 1.2222 9 3.908 -0.386
εν τη 1.1343 7 3.624 -0.273
οι 1.1328 11 2.804 -0.347
δε και 1.1285 8 2.237 -0.195
λεγεται και 1.1199 8 3.933 -0.342
απο του 1.0896 9 3.808 -0.377
ου και 1.0713 4 6.816 -0.284
χωρας 1.0543 4 3.775 -0.157
τη 1.0168 15 1.755 -0.310
εις 1.0049 7 1.821 -0.137
της χωρας 1.0019 3 4.587 -0.142
ου 0.9541 14 1.610 -0.262
δυναται 0.9013 3 4.915 -0.152
εστι δε και 0.8820 3 6.241 -0.193
τους 0.8718 4 2.105 -0.088
την 0.8496 13 1.347 -0.201
φησι 0.8151 12 1.580 -0.215
Negative termCoefficientDocsMean presentMean absent
το -1.4679 70 -0.004 0.010
κατα -1.0245 10 -1.163 0.129
μεταξυ -0.9823 5 -1.439 0.076
τω -0.9397 16 -1.267 0.241
ης -0.8267 3 -4.540 0.140
θηλυκον και -0.8079 3 -5.631 0.174
χωρα -0.7544 6 -2.866 0.183
παρα το -0.7332 3 -3.828 0.118
δευτερω -0.6901 3 -1.852 0.057
δια -0.6680 16 0.487 -0.093
γαρ -0.6510 9 0.441 -0.044
εν τω -0.6236 6 -1.823 0.116
το εθνικον -0.6110 56 -0.507 0.645
εθνικον -0.6110 56 -0.507 0.645
εστι και -0.6063 20 -0.112 0.028
μεν -0.5970 4 -6.921 0.288
εθνος -0.5770 8 -2.778 0.242
τα -0.5763 12 -1.452 0.198
ως το -0.5749 3 -5.706 0.176
ζευς -0.5642 3 -7.538 0.233

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 2.894; cross-validated R^2: -0.093.

Positive termCoefficientDocsMean presentMean absent
και 2.2916 66 3.705 2.145
την 1.6457 13 7.015 2.601
ος 1.3023 6 8.002 2.867
απο 1.1433 27 5.344 2.373
τω 1.0923 16 4.625 2.899
αφ 1.0857 6 6.938 2.935
εις 1.0676 7 7.430 2.855
της 0.9397 35 4.584 2.416
δε και 0.8556 8 6.334 2.900
ης 0.8402 3 7.296 3.048
δε 0.8091 46 3.961 2.506
λεγεται 0.7925 9 6.755 2.821
απο του 0.7908 9 5.598 2.935
λεγεται και 0.7879 8 7.137 2.830
και αλλη 0.7732 3 9.333 2.985
εκαλειτο δε 0.7659 3 10.090 2.961
αφ ου 0.7631 5 7.499 2.947
θεοπομπος 0.7616 5 3.905 3.137
εξ 0.7231 3 7.930 3.028
απο της 0.7085 6 6.670 2.952
Negative termCoefficientDocsMean presentMean absent
μια -0.8285 3 0.329 3.263
τινες -0.7413 6 1.553 3.278
εκ -0.7229 6 2.314 3.230
προς τη -0.7002 4 1.458 3.246
και πολις -0.6907 5 2.069 3.233
νησος -0.6662 9 2.283 3.263
προς -0.6060 15 3.068 3.194
καππαδοκιας -0.5863 3 1.790 3.218
τεταρτω -0.5786 3 1.078 3.240
πολις -0.5714 68 3.209 3.103
του δε -0.5622 3 1.999 3.211
στραβων -0.5441 15 3.313 3.151
πολις και -0.5324 6 3.035 3.184
και το -0.5119 9 3.308 3.162
θαλασση -0.4827 3 1.037 3.241
φησι το -0.4454 3 1.082 3.240
ηροδοτος -0.4376 9 3.552 3.138
οι -0.4076 11 3.186 3.174
τε -0.4061 5 3.735 3.145
εκαταιος ασια -0.4044 5 1.361 3.270

AI English terms predicting large absolute residuals

Features: 332; ridge alpha: 2.031; cross-validated R^2: -0.152.

Positive termCoefficientDocsMean presentMean absent
also 2.0314 46 4.041 2.437
and 1.9720 55 4.027 2.133
he 1.4885 3 10.498 2.948
the 1.4304 93 3.316 1.297
was 1.3234 15 5.921 2.690
is the 1.1576 5 7.082 2.969
said 1.1382 5 9.116 2.862
to 1.1303 24 4.577 2.732
whom 1.1297 3 7.962 3.027
be 1.0664 15 5.180 2.821
on 1.0138 15 4.898 2.871
there 0.9970 29 4.361 2.691
from 0.9634 46 4.045 2.434
him 0.9350 3 4.865 3.123
usage 0.9139 4 6.782 3.025
when 0.8937 6 8.351 2.845
europe 0.8813 6 6.250 2.979
also said 0.8584 5 9.116 2.862
is also said 0.8584 5 9.116 2.862
whose 0.8100 3 8.191 3.020
Negative termCoefficientDocsMean presentMean absent
one of the -0.7848 3 0.329 3.263
one of -0.7848 3 0.329 3.263
an -0.7323 17 2.826 3.247
near -0.7100 19 2.652 3.298
or -0.6910 13 4.004 3.051
sea -0.6879 6 2.019 3.249
also a -0.6289 13 3.192 3.172
the ethnonym -0.6234 57 3.064 3.322
and the feminine -0.6070 5 1.939 3.240
the ethnonym is -0.6022 54 3.032 3.342
herodotos book -0.6000 4 1.060 3.263
it is -0.5684 24 3.518 3.067
and the -0.5649 15 3.628 3.095
one -0.5582 8 2.742 3.213
also a city -0.5508 5 2.010 3.236
and a -0.5116 6 2.640 3.209
island -0.4995 14 2.549 3.277
is also a -0.4725 11 3.379 3.150
strabo -0.4708 15 3.313 3.151
in his asia -0.4566 4 1.070 3.263

Human English terms predicting large absolute residuals

Features: 335; ridge alpha: 4.125; cross-validated R^2: -0.223.

Positive termCoefficientDocsMean presentMean absent
and 1.1303 52 3.869 2.423
also 1.0924 43 4.257 2.359
was 0.8930 20 4.633 2.811
the 0.8319 90 3.342 1.674
there 0.7202 34 4.445 2.521
also said 0.6715 6 9.006 2.803
said 0.6715 6 9.006 2.803
is also 0.6708 31 4.610 2.530
from the 0.6704 13 6.017 2.750
from 0.6265 37 3.965 2.711
when 0.5790 7 6.863 2.897
forms 0.5697 4 10.408 2.874
europe 0.5534 6 6.250 2.979
usage 0.5244 4 6.644 3.030
who 0.5199 13 4.748 2.940
there is also 0.5144 22 4.698 2.745
is also said 0.5142 5 9.116 2.862
from which 0.5053 5 7.868 2.928
there are 0.4989 5 6.663 2.991
are also 0.4913 4 6.857 3.022
Negative termCoefficientDocsMean presentMean absent
the ethnonym is -0.5174 52 2.917 3.454
ethnonym is -0.5174 52 2.917 3.454
herodotos book -0.4807 5 1.089 3.285
a city -0.4318 64 3.292 2.967
it is -0.3956 24 3.125 3.191
a city in -0.3913 40 3.522 2.943
city in -0.3866 41 3.524 2.932
one of the -0.3773 4 1.685 3.237
in his asia -0.3739 5 1.361 3.270
his asia -0.3739 5 1.361 3.270
and the -0.3717 15 3.460 3.125
city -0.3594 70 3.299 2.885
an -0.3569 22 2.889 3.256
as in -0.3446 29 3.113 3.200
one of -0.3435 5 2.125 3.230
an island -0.3357 9 2.066 3.285
or -0.3295 18 3.576 3.087
island -0.3292 14 2.549 3.277
some -0.2947 10 2.950 3.200
near -0.2933 16 2.942 3.219

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.