gpt-4o-2024-11-20 v3 Evaluation

Generated: 2026-07-25 12:52:56 UTC

Pairs100
Distinct lemmas100
Slope0.982
R^20.988
BLEU-442.5%
chrF++67.3%
METEOR73.4%
ROUGE-L73.9%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 2412

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-4o (2024-11-20) 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
Slope0.982
Intercept0.907
R^20.988
P-value2.58e-95
Pearson r0.994
Mean source words30.400
Length fallback rows0
Mean human words44.160
Mean AI words44.250
Mean absolute length residual3.117
Mean absolute percent error7.3%

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 = -0.362, R^2 = 0.131, p = 0.0002.
chrF++ vs passage length
chrF++: significant negative; r = -0.350, R^2 = 0.123, p = 0.0004.
METEOR vs passage length
METEOR: significant negative; r = -0.453, R^2 = 0.205, p = 2.24e-06.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.462, R^2 = 0.214, p = 1.30e-06.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.364, R^2 = 0.132, p = 0.0002.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.359, R^2 = 0.129, p = 0.0002.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.361, R^2 = 0.131, p = 0.0002.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.346, R^2 = 0.120, p = 0.0004.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.362 0.131 0.0002 -0.00225 ok
chrF++ 100 significant negative -0.350 0.123 0.0004 -0.00136 ok
METEOR 100 significant negative -0.453 0.205 2.24e-06 -0.00221 ok
ROUGE-L 100 significant negative -0.462 0.214 1.30e-06 -0.00208 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 -0.364 0.132 0.0002 -0.00296 ok
Trigram recall 100 significant negative -0.359 0.129 0.0002 -0.00286 ok
Trigram F1 100 significant negative -0.361 0.131 0.0002 -0.00290 ok
Trigram Jaccard 100 significant negative -0.346 0.120 0.0004 -0.00282 ok

Translation Similarity Metrics

Mean BLEU-442.5%
Mean chrF++67.3%
Mean METEOR73.4%
Mean ROUGE-L73.9%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU42.9%
Unigram F175.1%
Bigram F148.9%
Trigram precision35.1%
Trigram recall35.1%
Trigram F135.1%
Trigram Jaccard21.3%
4-gram F126.4%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2470 Καππαδοκία 68 83 15.351 22.8% 59.7% 63.6% 66.2% N/A N/A N/A reviewed/approved 12977 gpt-4o-2024-11-20
3288 Κορώνεια 110 124 15.128 28.2% 61.0% 63.9% 64.7% N/A N/A N/A reviewed/approved 13046 gpt-4o-2024-11-20
2484 Καρία 270 256 -9.913 25.1% 57.5% 51.0% 55.5% N/A N/A N/A reviewed/approved 12983 gpt-4o-2024-11-20
2468 Καπετώλιον 138 127 -9.354 15.9% 47.7% 47.9% 51.3% N/A N/A N/A reviewed/approved 12974 gpt-4o-2024-11-20
2603 Κάρυστος 175 182 9.330 35.8% 65.1% 67.6% 66.1% N/A N/A N/A reviewed/approved 12995 gpt-4o-2024-11-20
2328 Καλλίπολις 43 52 8.889 38.6% 64.1% 71.7% 63.2% N/A N/A N/A reviewed/approved 12935 gpt-4o-2024-11-20
2056 Καβειρία 112 103 -7.835 34.0% 66.0% 62.0% 68.8% N/A N/A N/A reviewed/approved 12842 gpt-4o-2024-11-20
7251 Κύρτος 66 58 -7.686 31.9% 49.4% 61.7% 62.9% N/A N/A N/A reviewed/approved 13085 gpt-4o-2024-11-20
2604 Καρχηδών 117 123 7.257 28.9% 62.4% 68.4% 65.3% N/A N/A N/A reviewed/approved 12998 gpt-4o-2024-11-20
2605 Κάσιον 56 63 7.129 35.1% 64.6% 70.5% 65.5% N/A N/A N/A reviewed/approved 13001 gpt-4o-2024-11-20
7247 Κύρνος 50 43 -6.982 28.8% 54.2% 66.8% 64.5% N/A N/A N/A reviewed/approved 13073 gpt-4o-2024-11-20
2597 Καρπασία 112 104 -6.835 33.3% 61.2% 54.4% 62.0% N/A N/A N/A reviewed/approved 12986 gpt-4o-2024-11-20
2455 Κάναστρον 60 53 -6.797 31.7% 61.0% 60.2% 60.2% N/A N/A N/A reviewed/approved 12968 gpt-4o-2024-11-20
7258 Κύτωρος 30 37 6.648 36.4% 71.7% 78.0% 71.6% N/A N/A N/A reviewed/approved 13106 gpt-4o-2024-11-20
3496 Κοτιάειον 71 64 -6.594 27.8% 52.2% 59.1% 57.8% N/A N/A N/A reviewed/approved 13049 gpt-4o-2024-11-20
2057 Καβελλιών 34 28 -6.278 36.4% 68.1% 72.4% 77.4% N/A N/A N/A reviewed/approved 12845 gpt-4o-2024-11-20
2331 Κάλυδνα 43 49 5.889 49.2% 74.8% 83.9% 80.4% N/A N/A N/A reviewed/approved 12944 gpt-4o-2024-11-20
2465 Κάνωπος 83 88 5.628 39.4% 67.2% 83.1% 79.5% N/A N/A N/A reviewed/approved 12971 gpt-4o-2024-11-20
2346 Κάναι 77 82 5.517 38.1% 61.1% 73.7% 74.2% N/A N/A N/A reviewed/approved 12965 gpt-4o-2024-11-20
7255 Κυτέριον 22 28 5.500 45.9% 71.2% 70.6% 72.0% N/A N/A N/A reviewed/approved 13097 gpt-4o-2024-11-20
2627 Κατάνειρα 21 27 5.482 23.3% 57.5% 73.8% 70.8% N/A N/A N/A reviewed/approved 13028 gpt-4o-2024-11-20
2116 Κάληρος 40 35 -5.167 6.3% 43.5% 45.0% 48.0% N/A N/A N/A reviewed/approved 12914 gpt-4o-2024-11-20
2342 Κάμιρος 54 59 5.092 39.5% 68.7% 72.6% 69.0% N/A N/A N/A reviewed/approved 12959 gpt-4o-2024-11-20
2329 Κάλπη 57 52 -4.852 34.8% 62.6% 62.1% 67.3% N/A N/A N/A reviewed/approved 12938 gpt-4o-2024-11-20
2621 Κάστνιον 25 30 4.556 51.3% 77.4% 77.7% 80.0% N/A N/A N/A reviewed/approved 13013 gpt-4o-2024-11-20
7257 Κυτώνιον 25 21 -4.444 55.8% 67.6% 66.7% 73.9% N/A N/A N/A reviewed/approved 13103 gpt-4o-2024-11-20
2119 Κάλλατις 65 69 4.295 16.2% 52.4% 54.6% 53.7% N/A N/A N/A reviewed/approved 12923 gpt-4o-2024-11-20
7261 Κύψελα 34 30 -4.278 52.7% 72.3% 80.8% 81.2% N/A N/A N/A reviewed/approved 13115 gpt-4o-2024-11-20
2081 Καλάθη 49 53 4.000 35.8% 63.4% 59.1% 70.6% N/A N/A N/A reviewed/approved 12887 gpt-4o-2024-11-20
2609 Κάσπειρος 135 137 3.590 39.9% 64.9% 57.9% 66.2% N/A N/A N/A reviewed/approved 13007 gpt-4o-2024-11-20

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: -0.062.

Positive termCoefficientDocsMean presentMean absent
εις 1.7962 7 3.432 -0.258
τη 1.5609 15 3.161 -0.558
και 1.5459 66 0.164 -0.319
ου 1.3928 14 2.347 -0.382
οι 1.3402 11 3.930 -0.486
δε και 1.1513 8 3.392 -0.295
απο 1.1329 27 1.701 -0.629
λεγεται 1.1279 9 3.626 -0.359
εν τη 1.1106 7 3.984 -0.300
λεγεται και 1.0947 8 3.843 -0.334
παιδος 1.0222 4 4.680 -0.195
εστι δε και 0.9780 3 8.091 -0.250
δευτερα 0.9254 3 7.530 -0.233
και θηλυκον 0.9175 3 7.702 -0.238
πολιχνιον 0.9133 3 6.234 -0.193
και πολις 0.8758 5 3.837 -0.202
δυναται 0.8736 3 6.912 -0.214
της 0.8510 35 0.488 -0.263
τε 0.8416 5 3.255 -0.171
τριτη 0.8313 3 7.277 -0.225
Negative termCoefficientDocsMean presentMean absent
το -1.4589 70 -0.180 0.420
γαρ -1.0301 9 -0.504 0.050
δε -0.9873 46 -0.064 0.055
οτι -0.9745 5 -2.927 0.154
του -0.9631 37 0.548 -0.322
περι -0.9555 11 -2.784 0.344
τινες -0.9425 6 -3.278 0.209
κατα -0.9138 10 -0.751 0.083
δια -0.7937 16 -0.214 0.041
πλησιον -0.7720 8 -0.799 0.069
θρακης -0.7678 5 -2.704 0.142
τω -0.7258 16 -0.730 0.139
παρα το -0.7129 3 -3.865 0.120
ην -0.6853 13 -1.277 0.191
το εθνικον -0.6810 56 -0.456 0.581
εθνικον -0.6810 56 -0.456 0.581
μεν -0.6664 4 -6.085 0.254
του δε -0.6475 3 -4.649 0.144
τα -0.6357 12 -0.539 0.073
εθνος -0.6193 8 -2.538 0.221

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 2.894; cross-validated R^2: -0.182.

Positive termCoefficientDocsMean presentMean absent
εις 2.2285 7 8.937 2.679
και 2.0271 66 3.696 1.992
την 2.0054 13 6.411 2.624
απο 1.4103 27 5.553 2.215
δε 1.3161 46 4.222 2.175
ου 1.1724 14 5.612 2.710
τω 1.1170 16 5.084 2.742
θεοπομπος 1.0039 5 5.023 3.016
φησιν 0.9299 10 6.304 2.762
εκαταιος ευρωπη 0.9105 5 6.952 2.915
ευρωπη 0.9105 5 6.952 2.915
περι 0.9034 11 5.767 2.789
βοιωτιας 0.8988 3 8.123 2.962
αλλ 0.8970 3 8.579 2.948
της 0.8789 35 4.372 2.441
ος 0.8552 6 7.071 2.864
τριτη 0.8134 3 8.734 2.943
κατα 0.8017 10 5.221 2.883
τη 0.7807 15 5.048 2.776
αφ ου 0.7731 5 7.085 2.908
Negative termCoefficientDocsMean presentMean absent
το εθνικον -0.8669 56 3.275 2.915
εθνικον -0.8669 56 3.275 2.915
οικητωρ -0.8174 6 2.911 3.130
τους -0.7721 4 1.958 3.165
στραβων -0.7139 15 3.139 3.113
καππαδοκιας -0.6920 3 1.277 3.173
δευτερω -0.6316 3 1.512 3.166
τεταρτω -0.6128 3 1.389 3.170
προς τη -0.5686 4 1.560 3.181
δυο -0.5222 4 2.495 3.142
προς -0.5164 15 3.763 3.003
και του -0.5013 4 1.573 3.181
πολις και -0.5012 6 3.077 3.119
των -0.4675 17 3.391 3.060
τοπικα -0.4651 3 1.252 3.174
τα τοπικα -0.4651 3 1.252 3.174
εθνος -0.4321 8 3.163 3.113
ηροδοτος -0.4180 9 3.920 3.037
πολιτης -0.4037 18 3.801 2.966
ως στραβων -0.4035 4 1.977 3.164

AI English terms predicting large absolute residuals

Features: 345; ridge alpha: 0.702; cross-validated R^2: -0.132.

Positive termCoefficientDocsMean presentMean absent
into 4.3108 3 13.270 2.803
and 3.9990 54 4.035 2.039
it 3.3997 40 4.212 2.386
the 3.3023 93 3.274 1.026
into the 3.2546 3 13.270 2.803
in the 2.0339 22 4.691 2.672
is 2.0004 91 3.248 1.784
of 1.9523 70 3.720 1.710
boiotia 1.8222 3 8.123 2.962
also a 1.7656 15 5.495 2.697
be 1.7279 13 4.811 2.863
in 1.7190 82 3.287 2.340
to 1.6830 23 4.774 2.621
as 1.6327 58 3.604 2.443
and the 1.5942 15 5.922 2.621
territory of 1.5599 3 8.512 2.950
territory of the 1.5599 3 8.512 2.950
theopompos 1.5519 5 5.023 3.016
this 1.5357 11 6.057 2.753
not 1.4713 8 6.661 2.808
Negative termCoefficientDocsMean presentMean absent
says -2.2228 11 3.154 3.112
one in -1.5585 4 1.458 3.186
a city -1.5323 66 3.273 2.812
dorians -1.5054 3 1.655 3.162
a city in -1.4958 40 3.008 3.189
which -1.4547 21 3.286 3.072
strabo -1.3860 15 3.139 3.113
their -1.3340 5 2.813 3.133
the ethnonym is -1.2562 57 3.294 2.881
ethnonym is -1.2562 57 3.294 2.881
comes -1.2191 3 1.339 3.172
place -1.1805 5 3.525 3.095
the ethnonym -1.0827 58 3.297 2.868
ethnonym -1.0827 58 3.297 2.868
in libya -1.0423 4 2.134 3.158
both -0.9900 3 2.327 3.141
from which -0.9439 6 2.361 3.165
crete -0.9386 3 0.827 3.187
thus -0.9211 3 2.320 3.141
forms -0.9072 9 3.824 3.047

Human English terms predicting large absolute residuals

Features: 336; ridge alpha: 2.894; cross-validated R^2: -0.227.

Positive termCoefficientDocsMean presentMean absent
and 2.2784 52 4.196 1.947
into 1.7610 3 13.270 2.803
the 1.1896 90 3.312 1.355
on 1.1106 16 4.963 2.765
this 1.0728 15 6.578 2.506
of 1.0062 66 3.715 1.956
forms 0.9826 4 10.613 2.804
is 0.9469 87 3.228 2.370
from 0.8584 37 4.024 2.583
boiotia 0.8031 3 8.123 2.962
with 0.7953 16 4.252 2.900
not 0.7749 8 6.661 2.808
also 0.7625 43 3.915 2.514
also a 0.7616 15 5.565 2.684
all 0.7430 3 9.202 2.928
is from 0.7294 12 4.665 2.905
his on 0.7134 3 8.829 2.940
is also a 0.6974 14 5.542 2.722
his europe 0.6787 5 6.952 2.915
in his europe 0.6787 5 6.952 2.915
Negative termCoefficientDocsMean presentMean absent
the ethnonym is -0.7627 52 3.089 3.147
ethnonym is -0.7627 52 3.089 3.147
an -0.7216 22 2.649 3.248
strabo -0.5365 15 3.139 3.113
ethnonym -0.5178 57 3.327 2.837
herodotos book -0.4747 5 1.533 3.200
the ethnonym -0.4687 56 3.385 2.775
near -0.4450 16 2.938 3.151
people -0.4445 9 3.007 3.127
that they -0.4271 3 0.809 3.188
crete -0.4255 3 0.827 3.187
book -0.4037 39 3.255 3.028
in his asia -0.3989 5 1.393 3.207
his asia -0.3989 5 1.393 3.207
lykophron -0.3951 3 1.141 3.178
are -0.3692 25 3.349 3.039
the neuter -0.3634 3 1.470 3.168
strabo in -0.3595 3 1.179 3.176
lykia -0.3554 3 1.049 3.181
in lykia -0.3554 3 1.049 3.181

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.