gpt-5.3-chat-latest v3 Evaluation

Generated: 2026-07-25 12:53:36 UTC

Pairs100
Distinct lemmas100
Slope0.932
R^20.987
BLEU-448.3%
chrF++70.1%
METEOR76.7%
ROUGE-L77.4%
BERTScoreN/A
COMETN/A
BLEURTN/A

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
Intercept2.214
R^20.987
P-value5.68e-94
Pearson r0.993
Mean source words30.400
Length fallback rows0
Mean human words44.160
Mean AI words43.370
Mean absolute length residual3.182
Mean absolute percent error7.7%

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 = -0.370, R^2 = 0.137, p = 0.0002.
chrF++ vs passage length
chrF++: significant negative; r = -0.392, R^2 = 0.154, p = 5.52e-05.
METEOR vs passage length
METEOR: significant negative; r = -0.388, R^2 = 0.150, p = 6.71e-05.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.412, R^2 = 0.170, p = 2.08e-05.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.308, R^2 = 0.095, p = 0.0018.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.323, R^2 = 0.105, p = 0.0010.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.316, R^2 = 0.100, p = 0.0014.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.318, R^2 = 0.101, p = 0.0013.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.370 0.137 0.0002 -0.00220 ok
chrF++ 100 significant negative -0.392 0.154 5.52e-05 -0.00150 ok
METEOR 100 significant negative -0.388 0.150 6.71e-05 -0.00168 ok
ROUGE-L 100 significant negative -0.412 0.170 2.08e-05 -0.00161 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 -0.308 0.095 0.0018 -0.00225 ok
Trigram recall 100 significant negative -0.323 0.105 0.0010 -0.00233 ok
Trigram F1 100 significant negative -0.316 0.100 0.0014 -0.00228 ok
Trigram Jaccard 100 significant negative -0.318 0.101 0.0013 -0.00238 ok

Translation Similarity Metrics

Mean BLEU-448.3%
Mean chrF++70.1%
Mean METEOR76.7%
Mean ROUGE-L77.4%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU49.3%
Unigram F178.3%
Bigram F155.7%
Trigram precision42.9%
Trigram recall42.1%
Trigram F142.5%
Trigram Jaccard26.9%
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 -13.595 26.5% 56.6% 64.4% 69.3% N/A N/A N/A reviewed/approved 11039 gpt-5.3-chat-latest
2484 Καρία 270 241 -12.848 29.0% 56.8% 58.0% 63.4% N/A N/A N/A reviewed/approved 11181 gpt-5.3-chat-latest
7254 Κύτα 84 92 11.500 42.2% 67.3% 67.0% 70.5% N/A N/A N/A reviewed/approved 11304 gpt-5.3-chat-latest
2604 Καρχηδών 117 122 10.745 32.8% 61.8% 70.7% 69.7% N/A N/A N/A reviewed/approved 11197 gpt-5.3-chat-latest
7255 Κυτέριον 22 32 9.283 29.5% 65.3% 63.5% 63.0% N/A N/A N/A reviewed/approved 11305 gpt-5.3-chat-latest
2119 Κάλλατις 65 72 9.208 19.9% 53.6% 69.0% 65.7% N/A N/A N/A reviewed/approved 11118 gpt-5.3-chat-latest
2342 Κάμιρος 54 61 8.459 41.0% 70.3% 71.1% 74.8% N/A N/A N/A reviewed/approved 11154 gpt-5.3-chat-latest
2470 Καππαδοκία 68 74 8.412 10.9% 49.9% 76.5% 67.6% N/A N/A N/A reviewed/approved 11170 gpt-5.3-chat-latest
7267 Κωνώπη 64 70 8.140 47.8% 67.1% 59.3% 65.7% N/A N/A N/A reviewed/approved 11334 gpt-5.3-chat-latest
7260 Κυχρεῖος πάγος 61 67 7.935 51.3% 73.1% 80.3% 67.2% N/A N/A N/A reviewed/approved 11321 gpt-5.3-chat-latest
7257 Κυτώνιον 25 18 -7.513 43.2% 66.0% 69.5% 79.1% N/A N/A N/A reviewed/approved 11311 gpt-5.3-chat-latest
2468 Καπετώλιον 138 124 -6.827 24.5% 49.4% 56.0% 58.0% N/A N/A N/A reviewed/approved 11168 gpt-5.3-chat-latest
2603 Κάρυστος 175 172 6.690 47.5% 68.2% 79.6% 76.7% N/A N/A N/A reviewed/approved 11194 gpt-5.3-chat-latest
7266 Κώμη 79 82 6.160 20.7% 45.0% 49.2% 49.7% N/A N/A N/A reviewed/approved 11333 gpt-5.3-chat-latest
2626 Κατάνη 95 85 -5.752 37.3% 57.1% 57.8% 60.0% N/A N/A N/A reviewed/approved 11241 gpt-5.3-chat-latest
2621 Κάστνιον 25 31 5.487 46.0% 73.2% 74.4% 71.4% N/A N/A N/A reviewed/approved 11220 gpt-5.3-chat-latest
2080 Καλαβρία 18 14 -4.989 20.9% 52.1% 48.5% 62.5% N/A N/A N/A reviewed/approved 11080 gpt-5.3-chat-latest
7251 Κύρτος 66 59 -4.724 47.0% 66.7% 78.6% 78.4% N/A N/A N/A reviewed/approved 11294 gpt-5.3-chat-latest
2597 Καρπασία 112 111 4.405 49.5% 73.1% 75.9% 78.0% N/A N/A N/A reviewed/approved 11183 gpt-5.3-chat-latest
3288 Κορώνεια 110 109 4.268 40.0% 67.3% 62.4% 73.6% N/A N/A N/A reviewed/approved 11257 gpt-5.3-chat-latest
7249 Κύρρος 45 40 -4.153 56.0% 68.5% 77.4% 77.6% N/A N/A N/A reviewed/approved 11288 gpt-5.3-chat-latest
2059 Καδμεία 20 25 4.147 34.3% 68.6% 74.5% 75.6% N/A N/A N/A reviewed/approved 11048 gpt-5.3-chat-latest
2057 Καβελλιών 34 30 -3.901 38.9% 67.3% 80.3% 81.2% N/A N/A N/A reviewed/approved 11042 gpt-5.3-chat-latest
2081 Καλάθη 49 44 -3.881 48.5% 73.5% 79.6% 86.0% N/A N/A N/A reviewed/approved 11083 gpt-5.3-chat-latest
7262 Κῶβρυς 22 19 -3.717 68.9% 81.2% 84.3% 92.7% N/A N/A N/A reviewed/approved 11325 gpt-5.3-chat-latest
2328 Καλλίπολις 43 46 3.711 40.6% 67.1% 66.4% 65.2% N/A N/A N/A reviewed/approved 11130 gpt-5.3-chat-latest
2477 Καρδαμύλη 43 46 3.711 36.5% 70.0% 78.2% 69.7% N/A N/A N/A reviewed/approved 11176 gpt-5.3-chat-latest
2605 Κάσιον 56 58 3.595 41.6% 66.8% 65.9% 71.9% N/A N/A N/A reviewed/approved 11203 gpt-5.3-chat-latest
2079 Καισάρεια 39 35 -3.561 63.2% 81.0% 85.4% 89.2% N/A N/A N/A reviewed/approved 11077 gpt-5.3-chat-latest
7244 Κυρήνη 54 49 -3.541 47.2% 72.5% 82.4% 77.7% N/A N/A N/A 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: -0.162.

Positive termCoefficientDocsMean presentMean absent
ος 1.5071 6 5.730 -0.366
και 1.3063 66 0.311 -0.603
απο 1.2322 27 1.856 -0.686
λεγεται 1.2230 9 3.907 -0.386
οι 1.1367 11 2.808 -0.347
εν τη 1.1359 7 3.632 -0.273
δε και 1.1294 8 2.235 -0.194
λεγεται και 1.1198 8 3.932 -0.342
απο του 1.0905 9 3.812 -0.377
ου και 1.0720 4 6.818 -0.284
χωρας 1.0578 4 3.788 -0.158
τη 1.0197 15 1.759 -0.310
εις 1.0038 7 1.815 -0.137
της χωρας 1.0037 3 4.600 -0.142
ου 0.9577 14 1.613 -0.263
δυναται 0.9015 3 4.917 -0.152
εστι δε και 0.8826 3 6.241 -0.193
τους 0.8751 4 2.114 -0.088
την 0.8477 13 1.344 -0.201
φησι 0.8161 12 1.581 -0.216
Negative termCoefficientDocsMean presentMean absent
το -1.4556 70 0.004 -0.009
κατα -1.0216 10 -1.161 0.129
μεταξυ -0.9772 5 -1.432 0.075
τω -0.9354 16 -1.261 0.240
ης -0.8253 3 -4.534 0.140
θηλυκον και -0.8064 3 -5.625 0.174
χωρα -0.7510 6 -2.863 0.183
παρα το -0.7325 3 -3.824 0.118
δευτερω -0.6825 3 -1.837 0.057
δια -0.6673 16 0.488 -0.093
εθνος -0.6603 8 -2.889 0.251
γαρ -0.6539 9 0.435 -0.043
εν τω -0.6226 6 -1.824 0.116
εστι και -0.6005 20 -0.109 0.027
το εθνικον -0.5977 56 -0.498 0.634
εθνικον -0.5977 56 -0.498 0.634
μεν -0.5973 4 -6.927 0.289
τα -0.5762 12 -1.454 0.198
ως το -0.5748 3 -5.706 0.176
ποταμου -0.5665 3 -2.781 0.086

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 2.894; cross-validated R^2: -0.099.

Positive termCoefficientDocsMean presentMean absent
και 2.2725 66 3.705 2.166
την 1.6450 13 7.017 2.609
ος 1.3009 6 8.006 2.874
απο 1.1417 27 5.346 2.381
τω 1.0856 16 4.625 2.907
αφ 1.0856 6 6.940 2.942
εις 1.0685 7 7.436 2.861
της 0.9262 35 4.582 2.427
δε και 0.8548 8 6.338 2.907
ης 0.8394 3 7.298 3.054
δε 0.8000 46 3.961 2.517
λεγεται 0.7931 9 6.762 2.827
απο του 0.7890 9 5.598 2.943
λεγεται και 0.7890 8 7.144 2.837
και αλλη 0.7717 3 9.332 2.991
εκαλειτο δε 0.7652 3 10.094 2.968
αφ ου 0.7623 5 7.499 2.954
θεοπομπος 0.7597 5 3.903 3.144
εξ 0.7244 3 7.938 3.035
απο της 0.7084 6 6.674 2.959
Negative termCoefficientDocsMean presentMean absent
μια -0.8380 3 0.318 3.270
τινες -0.7434 6 1.552 3.286
εκ -0.7242 6 2.315 3.237
προς τη -0.7014 4 1.466 3.253
και πολις -0.6954 5 2.067 3.240
νησος -0.6704 9 2.281 3.271
προς -0.6155 15 3.066 3.202
τεταρτω -0.6023 3 1.069 3.247
πολις -0.5924 68 3.207 3.128
καππαδοκιας -0.5909 3 1.781 3.225
του δε -0.5599 3 2.004 3.218
στραβων -0.5545 15 3.309 3.159
πολις και -0.5353 6 3.030 3.191
και το -0.5133 9 3.306 3.169
θαλασση -0.4861 3 1.042 3.248
ηροδοτος -0.4466 9 3.550 3.145
φησι το -0.4442 3 1.087 3.246
εκαταιος ασια -0.4186 5 1.354 3.278
ασια -0.4186 5 1.354 3.278
οι -0.4129 11 3.185 3.181

AI English terms predicting large absolute residuals

Features: 332; ridge alpha: 2.031; cross-validated R^2: -0.157.

Positive termCoefficientDocsMean presentMean absent
also 2.0203 46 4.041 2.449
and 1.9531 55 4.027 2.149
he 1.4905 3 10.509 2.955
the 1.4348 93 3.324 1.290
was 1.3237 15 5.926 2.697
is the 1.1550 5 7.081 2.976
said 1.1356 5 9.122 2.869
whom 1.1278 3 7.960 3.034
to 1.1247 24 4.579 2.740
be 1.0655 15 5.183 2.828
from 1.0288 46 4.068 2.427
on 1.0119 15 4.901 2.878
there 0.9888 29 4.360 2.700
him 0.9303 3 4.860 3.130
usage 0.9182 4 6.795 3.031
when 0.8913 6 8.355 2.851
europe 0.8805 6 6.249 2.986
also said 0.8569 5 9.122 2.869
is also said 0.8569 5 9.122 2.869
whose 0.8086 3 8.192 3.027
Negative termCoefficientDocsMean presentMean absent
one of the -0.7880 3 0.318 3.270
one of -0.7880 3 0.318 3.270
near -0.7186 19 2.649 3.307
or -0.6979 13 4.004 3.059
sea -0.6970 6 2.018 3.256
an -0.6514 17 2.876 3.244
the ethnonym -0.6356 57 3.062 3.340
also a -0.6330 13 3.190 3.180
the ethnonym is -0.6153 54 3.030 3.359
herodotos book -0.6116 4 1.051 3.270
and the feminine -0.6048 5 1.944 3.247
it is -0.5703 24 3.520 3.075
and the -0.5697 15 3.633 3.102
one -0.5611 8 2.738 3.220
also a city -0.5532 5 2.007 3.243
and a -0.5131 6 2.639 3.216
island -0.5106 14 2.548 3.285
strabo -0.4807 15 3.309 3.159
is also a -0.4784 11 3.374 3.158
in his asia -0.4665 4 1.065 3.270

Human English terms predicting large absolute residuals

Features: 336; ridge alpha: 2.894; cross-validated R^2: -0.233.

Positive termCoefficientDocsMean presentMean absent
also 1.3394 43 4.257 2.371
and 1.3195 52 3.869 2.437
was 1.0911 20 4.633 2.819
he 0.9669 3 10.761 2.947
the 0.9600 90 3.350 1.668
also said 0.8764 6 9.011 2.810
said 0.8764 6 9.011 2.810
from the 0.8744 13 6.019 2.758
there 0.8433 34 4.444 2.531
is also 0.7936 31 4.609 2.540
from 0.7732 37 3.966 2.721
forms 0.7546 4 10.421 2.880
when 0.7546 7 6.866 2.904
europe 0.7359 6 6.249 2.986
usage 0.6926 4 6.662 3.037
is also said 0.6688 5 9.122 2.869
from which 0.6631 5 7.867 2.935
who 0.6544 13 4.746 2.948
there are 0.6481 5 6.663 2.998
came 0.6413 4 9.231 2.930
Negative termCoefficientDocsMean presentMean absent
the ethnonym is -0.6435 52 2.916 3.470
ethnonym is -0.6435 52 2.916 3.470
herodotos book -0.6078 5 1.079 3.292
a city -0.5396 64 3.290 2.989
it is -0.5287 24 3.126 3.199
and the -0.5281 15 3.463 3.132
one of the -0.5143 4 1.677 3.244
or -0.5039 18 3.576 3.095
in his asia -0.4812 5 1.354 3.278
his asia -0.4812 5 1.354 3.278
a city in -0.4780 40 3.519 2.957
city in -0.4721 41 3.521 2.946
one of -0.4720 5 2.118 3.238
island -0.4435 14 2.548 3.285
city -0.4388 70 3.298 2.911
an island -0.4278 9 2.064 3.292
as in -0.4267 29 3.115 3.209
near -0.3994 16 2.939 3.228
some -0.3973 10 2.950 3.207
strabo -0.3892 15 3.309 3.159

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.