gpt-5.5_v4_reasoning_high v1 Evaluation

Generated: 2026-07-25 12:54:04 UTC

Pairs32
Distinct lemmas32
Slope0.923
R^20.986
BLEU-459.9%
chrF++78.5%
METEOR82.4%
ROUGE-L82.4%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 1763

First translation using this version: 2026-06-24

Total usable AI runs for this version: 32 runs across 32 lemmas

Created: 2026-06-19 08:17:46.611841+10:00

Active: True

Notes: Approved-human-only v4 reasoning trial using Responses API reasoning.effort=high.

Prompt length scatter plot

Length Regression

FormulaAI words = intercept + slope * human words
Slope0.923
Intercept1.570
R^20.986
P-value1.35e-29
Pearson r0.993
Mean source words21.062
Length fallback rows0
Mean human words31.656
Mean AI words30.781
Mean absolute length residual1.914
Mean absolute percent error5.5%

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 = -0.479, R^2 = 0.230, p = 0.0055.
chrF++ vs passage length
chrF++: significant negative; r = -0.488, R^2 = 0.238, p = 0.0046.
METEOR vs passage length
METEOR: significant negative; r = -0.550, R^2 = 0.303, p = 0.0011.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.453, R^2 = 0.205, p = 0.0093.
Trigram precision vs passage length
Trigram precision: negative; r = -0.325, R^2 = 0.106, p = 0.0693.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.353, R^2 = 0.125, p = 0.0474.
Trigram F1 vs passage length
Trigram F1: negative; r = -0.340, R^2 = 0.116, p = 0.0569.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.372, R^2 = 0.138, p = 0.0360.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 32 significant negative -0.479 0.230 0.0055 -0.00569 ok
chrF++ 32 significant negative -0.488 0.238 0.0046 -0.00321 ok
METEOR 32 significant negative -0.550 0.303 0.0011 -0.00343 ok
ROUGE-L 32 significant negative -0.453 0.205 0.0093 -0.00288 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 32 negative -0.325 0.106 0.0693 -0.00486 ok
Trigram recall 32 significant negative -0.353 0.125 0.0474 -0.00525 ok
Trigram F1 32 negative -0.340 0.116 0.0569 -0.00506 ok
Trigram Jaccard 32 significant negative -0.372 0.138 0.0360 -0.00590 ok

Translation Similarity Metrics

Mean BLEU-459.9%
Mean chrF++78.5%
Mean METEOR82.4%
Mean ROUGE-L82.4%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU54.3%
Unigram F182.4%
Bigram F160.8%
Trigram precision48.2%
Trigram recall46.8%
Trigram F147.5%
Trigram Jaccard31.1%
4-gram F138.5%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2119 Κάλλατις 65 72 10.451 27.4% 60.6% 69.6% 65.7% N/A N/A N/A reviewed/approved 17787 gpt-5.5
2056 Καβειρία 112 98 -6.919 42.8% 72.7% 68.7% 75.2% N/A N/A N/A reviewed/approved 10451 gpt-5.5
2326 Καλλίαρος 47 50 5.060 64.8% 84.3% 94.2% 90.7% N/A N/A N/A reviewed/approved 17789 gpt-5.5
2115 Καλὴ ἀκτή 64 64 3.373 36.4% 61.4% 71.6% 67.2% N/A N/A N/A reviewed/approved 17783 gpt-5.5
2054 Καβαλίς 65 64 2.451 63.8% 75.0% 67.8% 77.5% N/A N/A N/A reviewed/approved 4443 gpt-5.5
2062 Κάθαια 25 27 2.361 24.6% 59.7% 69.9% 57.7% N/A N/A N/A reviewed/approved 10458 gpt-5.5
2080 Καλαβρία 18 16 -2.180 43.4% 75.2% 67.3% 76.5% N/A N/A N/A reviewed/approved 15933 gpt-5.5
2055 Καβασσός 109 100 -2.151 32.7% 64.1% 64.1% 65.1% N/A N/A N/A reviewed/approved 6081 gpt-5.5
2059 Καδμεία 20 22 1.975 47.0% 72.9% 72.2% 76.2% N/A N/A N/A reviewed/approved 10454 gpt-5.5
2087 Καλαύρεια 30 31 1.747 61.6% 81.3% 92.6% 88.5% N/A N/A N/A reviewed/approved 17781 gpt-5.5
2074 Καικῖνον 11 10 -1.721 41.2% 75.4% 75.5% 76.2% N/A N/A N/A reviewed/approved 10459 gpt-5.5
2802 Κάδρεμα 24 22 -1.716 63.3% 76.3% 75.2% 78.3% N/A N/A N/A reviewed/approved 10457 gpt-5.5
2083 Καλαμένθη 24 22 -1.716 52.6% 70.0% 73.4% 73.9% N/A N/A N/A reviewed/approved 15936 gpt-5.5
2325 Καλλίαι 24 22 -1.716 41.9% 74.4% 81.9% 82.6% N/A N/A N/A reviewed/approved 17788 gpt-5.5
2079 Καισάρεια 39 36 -1.558 66.5% 79.0% 85.2% 88.0% N/A N/A N/A reviewed/approved 15932 gpt-5.5
2116 Κάληρος 40 37 -1.481 27.4% 60.6% 73.7% 64.9% N/A N/A N/A reviewed/approved 17784 gpt-5.5
2085 Καλάσιρις 13 15 1.434 54.6% 80.9% 90.2% 78.6% N/A N/A N/A reviewed/approved 15938 gpt-5.5
2114 Κάλβιος 18 17 -1.180 58.7% 76.2% 77.3% 80.0% N/A N/A N/A reviewed/approved 17782 gpt-5.5
2117 Καλησία 19 18 -1.103 74.3% 84.0% 88.8% 86.5% N/A N/A N/A reviewed/approved 17785 gpt-5.5
2086 Καλατίαι 8 8 -0.952 100.0% 100.0% 99.9% 100.0% N/A N/A N/A reviewed/approved 17780 gpt-5.5
2057 Καβελλιών 34 32 -0.944 60.9% 81.6% 91.5% 93.9% N/A N/A N/A reviewed/approved 10452 gpt-5.5
2082 Καλάμαι 9 9 -0.875 100.0% 100.0% 99.9% 100.0% N/A N/A N/A reviewed/approved 15935 gpt-5.5
2078 Καινύς 22 21 -0.871 70.0% 75.3% 77.4% 79.1% N/A N/A N/A reviewed/approved 15930 gpt-5.5
2060 Κάδοι 18 19 0.820 50.6% 68.5% 81.3% 81.1% N/A N/A N/A reviewed/approved 10455 gpt-5.5
2081 Καλάθη 49 46 -0.785 60.2% 78.2% 84.5% 90.5% N/A N/A N/A reviewed/approved 15934 gpt-5.5
2077 Καιρή 17 18 0.743 49.5% 69.1% 80.0% 80.0% N/A N/A N/A reviewed/approved 15931 gpt-5.5
2076 Καινοί 11 11 -0.721 82.8% 94.9% 100.0% 100.0% N/A N/A N/A reviewed/approved 15929 gpt-5.5
2118 Καλλάτηβος 12 12 -0.643 100.0% 100.0% 100.0% 100.0% N/A N/A N/A reviewed/approved 17786 gpt-5.5
2061 Καδούσιοι 14 14 -0.489 83.9% 93.6% 92.7% 92.9% N/A N/A N/A reviewed/approved 10456 gpt-5.5
2084 Κάλαρνα 14 14 -0.489 83.9% 94.0% 92.7% 92.9% N/A N/A N/A reviewed/approved 15937 gpt-5.5

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: 41; ridge alpha: 10000.000; cross-validated R^2: -0.549.

Positive termCoefficientDocsMean presentMean absent
απο 0.0005 5 1.772 -0.328
του 0.0004 9 1.590 -0.622
στραβων 0.0004 6 2.789 -0.644
πολιτης 0.0004 6 2.418 -0.558
ως 0.0004 14 0.297 -0.231
εν 0.0003 8 1.647 -0.549
ειναι 0.0003 4 3.953 -0.565
τη 0.0003 4 3.273 -0.468
οι 0.0002 3 1.953 -0.202
ποντου 0.0002 3 3.059 -0.316
του ποντου 0.0002 3 3.059 -0.316
αφ 0.0002 3 1.835 -0.190
φησι 0.0002 3 1.787 -0.185
ου 0.0001 4 0.738 -0.105
αυτην 0.0001 4 1.386 -0.198
των 7.64e-05 5 0.619 -0.115
παρα 6.73e-05 3 0.505 -0.052
παρα το 6.73e-05 3 0.505 -0.052
τον 4.17e-05 3 -0.245 0.025
προς 4.15e-05 4 0.442 -0.063
Negative termCoefficientDocsMean presentMean absent
και -0.0004 18 -0.233 0.299
παυσανιας -0.0002 3 -3.170 0.328
το -0.0002 16 -0.082 0.082
λυκιας -0.0002 3 -1.682 0.174
εστι και -0.0002 4 -1.233 0.176
εκαταιος -0.0002 5 -0.631 0.117
πλησιον -0.0002 4 -0.579 0.083
εθνος -0.0001 3 -2.709 0.280
εστι -0.0001 6 -1.413 0.326
το εθνικον -0.0001 12 -0.579 0.348
εθνικον -0.0001 12 -0.579 0.348
δε -0.0001 11 -0.777 0.407
εκαλειτο -9.18e-05 3 -0.628 0.065
πολις -8.89e-05 22 -0.220 0.483
και του -8.68e-05 3 -1.142 0.118
θηλυκον -5.54e-05 4 -0.819 0.117
δια του -3.93e-05 3 0.159 -0.016
δια -3.93e-05 3 0.159 -0.016
ηροδοτος -3.66e-05 3 -0.309 0.032
της -2.78e-05 10 -0.601 0.273

Greek source terms predicting large absolute residuals

Features: 41; ridge alpha: 5.878; cross-validated R^2: -0.714.

Positive termCoefficientDocsMean presentMean absent
απο 0.6497 5 5.131 1.318
αφ 0.4731 3 6.448 1.445
ως 0.4672 14 2.780 1.240
ειναι 0.4082 4 5.028 1.469
του 0.3504 9 2.995 1.491
παρα 0.3475 3 5.118 1.582
παρα το 0.3475 3 5.118 1.582
και 0.2839 18 2.106 1.667
τη 0.2328 4 4.051 1.608
της 0.2147 10 2.733 1.542
πολιτης 0.2106 6 3.252 1.605
εν 0.2077 8 3.029 1.542
στραβων 0.1951 6 3.471 1.554
ου 0.1841 4 4.590 1.531
θηλυκον 0.1466 4 3.731 1.654
ποντου 0.1358 3 3.908 1.707
του ποντου 0.1358 3 3.908 1.707
φησι 0.1322 3 3.221 1.779
το 0.0729 16 1.910 1.917
δε 0.0683 11 2.265 1.730
Negative termCoefficientDocsMean presentMean absent
το εθνικον -0.3598 12 1.718 2.031
εθνικον -0.3598 12 1.718 2.031
πολις -0.3393 22 1.764 2.243
και του -0.1715 3 1.142 1.994
εκαταιος -0.1691 5 1.611 1.970
εστι και -0.1621 4 1.233 2.011
τεταρτω -0.1425 3 1.656 1.940
ηροδοτος -0.1342 3 1.265 1.981
εθνος -0.1294 3 2.709 1.831
των -0.1210 5 1.793 1.936
προς -0.1170 4 1.657 1.951
εκαλειτο -0.1123 3 1.793 1.926
πλησιον -0.0641 4 1.804 1.929
τον -0.0486 3 1.819 1.924
οι -0.0441 3 1.953 1.910
λυκιας -0.0308 3 1.682 1.938
εστι -0.0305 6 2.537 1.770
δια του -0.0238 3 2.090 1.896
δια -0.0238 3 2.090 1.896
παυσανιας -0.0136 3 3.170 1.784

AI English terms predicting large absolute residuals

Features: 88; ridge alpha: 2.031; cross-validated R^2: -0.542.

Positive termCoefficientDocsMean presentMean absent
from 1.4006 8 3.865 1.263
as 0.9776 16 2.687 1.140
in book 0.7175 5 4.819 1.376
the form 0.7085 3 6.914 1.396
and 0.6934 14 2.938 1.118
derives 0.6043 3 5.118 1.582
derives from 0.6043 3 5.118 1.582
from the 0.5673 4 3.704 1.658
it 0.5504 9 2.997 1.490
who 0.4868 3 5.017 1.593
to 0.4753 5 4.220 1.487
the 0.4497 27 2.034 1.264
was 0.4432 3 4.694 1.626
form 0.4211 6 4.309 1.361
a citizen 0.4049 4 4.252 1.580
a citizen is 0.4049 4 4.252 1.580
citizen is a 0.4049 4 4.252 1.580
as per 0.3967 9 3.496 1.295
per 0.3967 9 3.496 1.295
has 0.3952 3 4.448 1.652
Negative termCoefficientDocsMean presentMean absent
the ethnonym -0.5121 11 1.245 2.264
the ethnonym is -0.4680 10 1.275 2.204
city -0.4156 22 1.764 2.243
a city -0.4085 19 1.816 2.056
city in -0.3957 13 1.573 2.147
a city in -0.3957 13 1.573 2.147
ethnonym -0.3623 13 1.751 2.025
people -0.3478 5 2.103 1.879
strabo book -0.3450 3 1.253 1.982
ethnonym is -0.3245 11 1.788 1.980
is also a -0.2165 3 1.124 1.995
also a -0.2165 3 1.124 1.995
one -0.2106 4 1.459 1.979
be -0.1901 3 1.793 1.926
it is -0.1878 4 1.872 1.920
near -0.1780 6 1.754 1.951
in the -0.1727 5 2.015 1.895
hekataios in his -0.1554 4 1.476 1.976
hekataios in -0.1554 4 1.476 1.976
his -0.1524 10 1.883 1.928

Human English terms predicting large absolute residuals

Features: 101; ridge alpha: 4.125; cross-validated R^2: -0.774.

Positive termCoefficientDocsMean presentMean absent
from 0.7983 8 3.727 1.309
it 0.5859 11 2.694 1.505
as 0.4343 16 2.716 1.111
from the 0.3690 5 4.347 1.463
because 0.3098 3 5.101 1.584
has 0.3095 3 4.773 1.618
who 0.3055 3 5.017 1.593
the form 0.3041 3 4.148 1.683
and 0.2590 12 2.375 1.637
the 0.2578 25 2.071 1.353
to 0.2568 11 3.357 1.158
a citizen is 0.2301 5 3.745 1.575
citizen is 0.2301 5 3.745 1.575
citizen is a 0.2301 5 3.745 1.575
as per 0.2243 9 3.496 1.295
per 0.2243 9 3.496 1.295
strabo 0.2131 6 3.471 1.554
there 0.2072 9 3.256 1.389
form 0.1954 4 3.347 1.709
son 0.1910 3 4.575 1.638
Negative termCoefficientDocsMean presentMean absent
city in -0.2961 11 1.559 2.100
a city in -0.2961 11 1.559 2.100
the ethnonym is -0.2901 10 1.275 2.204
ethnonym is -0.2901 10 1.275 2.204
a city -0.2551 19 1.782 2.106
the ethnonym -0.2396 12 1.718 2.031
ethnonym -0.2307 13 1.751 2.025
book the -0.1695 3 1.100 1.998
there is also -0.1471 3 1.071 2.001
in -0.1439 24 2.048 1.510
people -0.1419 4 2.270 1.863
city -0.1410 24 2.117 1.303
herodotos -0.1116 3 1.265 1.981
near -0.1111 6 1.754 1.951
by -0.1106 3 1.473 1.959
there is -0.1065 4 1.647 1.952
an -0.1032 7 1.620 1.996
that it is -0.1014 3 1.372 1.970
that it -0.1014 3 1.372 1.970
one -0.0977 4 1.553 1.965

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.