gpt-5.6-sol v3 Evaluation

Generated: 2026-09-20 11:22:49 UTC

Pairs100
Distinct lemmas100
Slope0.924
R^20.985
BLEU-455.6%
chrF++75.5%
METEOR80.6%
ROUGE-L80.6%
BERTScore96.8%
COMET81.4%
BLEURT78.9%

Profile version id: 2177

First translation using this version: 2026-07-14

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

Created: 2026-07-10 11:03:49.528703+10:00

Active: True

Notes: Model timeline evaluation: GPT-5.6 Sol 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
Slope0.924
Intercept2.575
R^20.985
P-value2.29e-91
Pearson r0.993
Mean source words30.400
Length fallback rows0
Mean human words44.150
Mean AI words43.390
Mean absolute length residual3.001
Mean absolute percent error5.9%

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 = -0.446, R^2 = 0.199, p = 3.37e-06.
chrF++ vs passage length
chrF++: significant negative; r = -0.483, R^2 = 0.233, p = 3.61e-07.
METEOR vs passage length
METEOR: significant negative; r = -0.496, R^2 = 0.246, p = 1.54e-07.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.468, R^2 = 0.219, p = 9.23e-07.
BERTScore vs passage length
BERTScore: significant negative; r = -0.631, R^2 = 0.398, p = 1.98e-12.
COMET vs passage length
COMET: significant negative; r = -0.477, R^2 = 0.228, p = 5.12e-07.
BLEURT vs passage length
BLEURT: significant negative; r = -0.740, R^2 = 0.548, p = 1.43e-18.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.346, R^2 = 0.120, p = 0.0004.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.362, R^2 = 0.131, p = 0.0002.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.355, R^2 = 0.126, p = 0.0003.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.371, R^2 = 0.137, p = 0.0001.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.446 0.199 3.37e-06 -0.00304 ok
chrF++ 100 significant negative -0.483 0.233 3.61e-07 -0.00194 ok
METEOR 100 significant negative -0.496 0.246 1.54e-07 -0.00204 ok
ROUGE-L 100 significant negative -0.468 0.219 9.23e-07 -0.00183 ok
BERTScore 100 significant negative -0.631 0.398 1.98e-12 -0.00042 ok
COMET 100 significant negative -0.477 0.228 5.12e-07 -0.00084 ok
BLEURT 100 significant negative -0.740 0.548 1.43e-18 -0.00250 ok
Trigram precision 100 significant negative -0.346 0.120 0.0004 -0.00281 ok
Trigram recall 100 significant negative -0.362 0.131 0.0002 -0.00289 ok
Trigram F1 100 significant negative -0.355 0.126 0.0003 -0.00285 ok
Trigram Jaccard 100 significant negative -0.371 0.137 0.0001 -0.00315 ok

Translation Similarity Metrics

Mean BLEU-455.6%
Mean chrF++75.5%
Mean METEOR80.6%
Mean ROUGE-L80.6%
Mean BERTScore96.8%
Mean COMET81.4%
Mean BLEURT78.9%
Legacy smoothed corpus BLEU53.4%
Unigram F180.8%
Bigram F159.4%
Trigram precision47.1%
Trigram recall46.2%
Trigram F146.7%
Trigram Jaccard30.4%
4-gram F137.6%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2484 Καρία 270 230 -22.181 38.0% 63.1% 60.9% 68.4% 92.8% 81.0% 52.5% reviewed/approved 10607 gpt-5.6-sol
2604 Καρχηδών 117 126 15.263 28.0% 60.5% 69.4% 64.5% 93.3% 79.0% 63.9% reviewed/approved 10622 gpt-5.6-sol
2470 Καππαδοκία 68 78 12.561 28.7% 60.6% 84.6% 79.5% 94.7% 76.3% 73.3% reviewed/approved 10601 gpt-5.6-sol
2328 Καλλίπολις 43 53 10.673 49.5% 72.5% 78.9% 75.0% 95.2% 76.7% 72.2% reviewed/approved 10559 gpt-5.6-sol
2603 Κάρυστος 175 175 10.643 44.0% 66.0% 75.2% 71.4% 94.9% 79.6% 64.3% reviewed/approved 10619 gpt-5.6-sol
2342 Κάμιρος 54 63 10.504 40.2% 72.6% 78.4% 75.2% 95.1% 80.1% 73.4% reviewed/approved 10583 gpt-5.6-sol
2609 Κάσπειρος 135 120 -7.378 37.2% 63.3% 60.7% 68.2% 91.3% 74.0% 66.7% reviewed/approved 10631 gpt-5.6-sol
7255 Κυτέριον 22 30 7.087 45.8% 70.2% 74.0% 65.4% 95.7% 75.3% 77.3% reviewed/approved 10721 gpt-5.6-sol
2055 Καβασσός 109 97 -6.342 41.3% 62.6% 62.2% 66.0% 94.5% 78.2% 58.1% reviewed/approved 10465 gpt-5.6-sol
2119 Κάλλατις 65 69 6.335 35.2% 62.8% 67.9% 62.7% 94.7% 68.5% 65.1% reviewed/approved 10547 gpt-5.6-sol
2455 Κάναστρον 60 52 -6.043 21.3% 58.8% 49.9% 60.7% 94.2% 72.6% 62.4% reviewed/approved 10592 gpt-5.6-sol
7254 Κύτα 84 86 5.770 54.2% 74.8% 77.5% 77.6% 95.4% 79.3% 75.0% reviewed/approved 10718 gpt-5.6-sol
2605 Κάσιον 56 60 5.655 55.0% 76.0% 87.2% 77.6% 96.9% 78.7% 75.5% reviewed/approved 10625 gpt-5.6-sol
2116 Κάληρος 40 34 -5.553 22.2% 58.2% 64.4% 62.2% 94.8% 78.9% 71.0% reviewed/approved 10538 gpt-5.6-sol
7260 Κυχρεῖος πάγος 61 64 5.033 53.6% 72.7% 80.7% 73.6% 96.4% 77.5% 69.7% reviewed/approved 10736 gpt-5.6-sol
2626 Κατάνη 95 95 4.601 39.5% 63.3% 67.2% 68.4% 94.2% 75.0% 65.6% reviewed/approved 10655 gpt-5.6-sol
7251 Κύρτος 66 59 -4.590 45.0% 66.4% 71.6% 78.4% 94.2% 75.0% 70.1% reviewed/approved 10709 gpt-5.6-sol
7259 Κύφος 54 57 4.504 32.2% 65.7% 76.6% 73.9% 95.5% 76.0% 74.4% reviewed/approved 10733 gpt-5.6-sol
7266 Κώμη 79 80 4.392 27.6% 53.6% 58.4% 56.6% 94.3% 76.1% 61.6% reviewed/approved 10754 gpt-5.6-sol
2621 Κάστνιον 25 30 4.314 44.5% 77.2% 72.0% 76.4% 96.9% 81.3% 80.1% reviewed/approved 10637 gpt-5.6-sol
7246 Κύρις 20 17 -4.064 65.2% 79.0% 85.2% 86.5% 97.2% 83.8% 76.5% reviewed/approved 10694 gpt-5.6-sol
2078 Καινύς 22 19 -3.913 66.1% 72.7% 73.2% 78.0% 96.0% 83.6% 81.2% reviewed/approved 10499 gpt-5.6-sol
2468 Καπετώλιον 138 134 3.849 27.8% 52.8% 65.3% 64.7% 90.6% 72.7% 54.8% reviewed/approved 10598 gpt-5.6-sol
3496 Κοτιάειον 71 72 3.788 44.7% 66.9% 75.3% 68.5% 95.5% 78.0% 78.7% reviewed/approved 10673 gpt-5.6-sol
3288 Κορώνεια 110 108 3.734 45.0% 71.1% 70.8% 75.8% 95.7% 79.1% 70.2% reviewed/approved 10670 gpt-5.6-sol
2607 Κάσος 57 59 3.731 49.2% 73.7% 83.2% 84.5% 96.5% 78.8% 81.8% reviewed/approved 10628 gpt-5.6-sol
2079 Καισάρεια 39 35 -3.629 61.8% 77.1% 85.2% 89.2% 97.7% 80.8% 82.5% reviewed/approved 10505 gpt-5.6-sol
3530 Κριώα 26 23 -3.611 31.4% 63.5% 64.0% 69.4% 96.3% 79.4% 75.3% reviewed/approved 10679 gpt-5.6-sol
7252 Κύρτωνες 27 24 -3.535 48.3% 69.8% 71.5% 73.1% 96.6% 76.4% 77.5% reviewed/approved 10712 gpt-5.6-sol
2075 Καινίνη 15 13 -3.442 65.3% 80.4% 80.4% 85.7% 98.2% 85.9% 79.7% reviewed/approved 10493 gpt-5.6-sol

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: 2.031; cross-validated R^2: -0.072.

Positive termCoefficientDocsMean presentMean absent
ος 3.1975 6 7.711 -0.492
και 2.7187 66 0.448 -0.870
εις 2.4017 7 2.260 -0.170
εν τη 2.0115 7 4.062 -0.306
δε και 1.8780 8 1.531 -0.133
εστι δε και 1.8258 3 7.223 -0.223
αφ 1.7992 6 4.723 -0.301
απο 1.7741 27 2.532 -0.937
αφ ου 1.6798 5 5.281 -0.278
εστι δε 1.6377 5 4.763 -0.251
πολιχνιον 1.6168 3 5.416 -0.168
λεγεται 1.6026 9 2.815 -0.278
λεγεται και 1.4943 8 2.832 -0.246
και το 1.4850 9 3.063 -0.303
και αλλη 1.3860 3 8.544 -0.264
οι 1.3805 11 2.972 -0.367
ορος 1.3737 6 4.697 -0.300
της 1.3705 35 0.845 -0.455
ου και 1.3454 4 6.596 -0.275
απο του 1.3395 9 3.340 -0.330
Negative termCoefficientDocsMean presentMean absent
το -2.1801 70 -0.204 0.475
εστι και -1.9294 20 -0.240 0.060
τα -1.7236 12 -1.856 0.253
δια -1.4941 16 0.514 -0.098
ουτως -1.4597 5 -5.563 0.293
κατα -1.3785 10 -0.830 0.092
το θηλυκον -1.2934 6 -2.521 0.161
καππαδοκιας -1.2573 3 -2.911 0.090
ακροπολις -1.1869 3 -7.807 0.241
θηλυκον -1.1786 12 -0.033 0.005
θρακης -1.1619 5 -2.912 0.153
μετα -1.1265 3 -8.319 0.257
εστι -1.0981 24 0.637 -0.201
οικητωρ -1.0879 6 -3.790 0.242
διονυσιος -1.0773 4 -3.306 0.138
γαρ -1.0573 9 -1.217 0.120
το εθνικον -0.9937 56 -0.359 0.457
εθνικον -0.9937 56 -0.359 0.457
ελλανικος -0.9755 4 -6.666 0.278
χωρα -0.9194 6 -3.133 0.200

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 4.125; cross-validated R^2: -0.157.

Positive termCoefficientDocsMean presentMean absent
δε 1.8664 46 4.226 1.957
και 1.2635 66 3.477 2.077
εις 1.2304 7 8.598 2.580
εκαλειτο 1.2204 7 9.146 2.538
απο 1.1310 27 5.292 2.154
τη 1.1246 15 6.208 2.435
εκαλειτο δε 1.0960 3 16.029 2.598
τω 1.0065 16 5.418 2.541
ος 0.9692 6 7.711 2.700
δε και 0.9310 8 7.983 2.568
εν 0.8652 37 3.997 2.416
την 0.8568 13 5.901 2.568
υπο 0.8466 4 7.413 2.817
λεγεται και 0.8401 8 8.554 2.518
κατα 0.8125 10 6.363 2.627
απο της 0.7954 6 8.360 2.659
γαρ 0.7923 9 6.925 2.613
περι 0.7846 11 5.755 2.661
εκαλειτο δε και 0.7817 3 16.029 2.598
λεγεται 0.7671 9 7.900 2.516
Negative termCoefficientDocsMean presentMean absent
το εθνικον -0.6878 56 2.951 3.065
εθνικον -0.6878 56 2.951 3.065
προς τη -0.5605 4 1.598 3.059
στραβων -0.5537 15 2.898 3.019
νησος -0.4937 9 1.844 3.115
αυτην -0.4697 9 2.532 3.047
μια -0.4640 3 1.375 3.051
προς -0.4554 15 3.057 2.991
εκ -0.4515 6 2.190 3.053
ως -0.4197 52 3.355 2.618
πολις -0.3643 68 3.147 2.690
τους -0.3605 4 2.112 3.038
δευτερω -0.3518 3 1.688 3.042
τριτω -0.3495 3 1.039 3.062
θεοπομπος -0.3415 5 1.348 3.088
παρα το -0.3217 3 1.534 3.046
πολυβιος -0.3186 5 1.536 3.078
πολιτης -0.3183 18 3.593 2.871
ακρα -0.3109 4 1.322 3.071
φασι -0.3104 8 3.350 2.971

AI English terms predicting large absolute residuals

Features: 328; ridge alpha: 2.031; cross-validated R^2: -0.107.

Positive termCoefficientDocsMean presentMean absent
the 2.6903 94 3.090 1.600
was 2.6209 20 6.558 2.112
he 2.2217 3 14.159 2.656
and 1.9391 56 3.808 1.974
on 1.9149 16 5.813 2.465
was called 1.4887 7 9.943 2.478
by 1.4362 13 5.954 2.560
when 1.3971 7 9.423 2.518
his on 1.3526 3 12.481 2.708
however 1.2648 7 6.526 2.736
ending 1.2448 3 12.864 2.696
ending in 1.2448 3 12.864 2.696
with 1.1967 20 5.161 2.461
karia 1.1596 3 11.099 2.751
used 1.1520 7 9.539 2.509
diphthong 1.1304 3 8.972 2.816
also used 1.1081 4 12.789 2.593
is also used 1.1081 4 12.789 2.593
most 1.0869 4 12.315 2.613
into 1.0474 3 8.980 2.816
Negative termCoefficientDocsMean presentMean absent
as in -1.3095 26 3.153 2.948
it is -0.8943 19 3.441 2.898
a city -0.8230 63 2.939 3.106
is called -0.7106 7 1.448 3.118
near -0.6932 20 2.725 3.070
its -0.6917 5 1.945 3.057
they -0.6637 11 3.526 2.936
is called a -0.6483 3 0.580 3.076
ethnonym is -0.6379 53 3.084 2.907
the ethnonym is -0.6333 52 3.088 2.907
crete -0.6042 3 2.080 3.029
called a -0.6024 4 1.533 3.062
book -0.6004 39 2.698 3.195
strabo -0.5984 15 2.898 3.019
one of the -0.5875 3 1.375 3.051
one of -0.5875 3 1.375 3.051
ethnonym -0.5820 54 3.145 2.832
city and -0.5776 4 1.639 3.058
the ethnonym -0.5768 53 3.150 2.833
some -0.5742 10 2.368 3.071

Human English terms predicting large absolute residuals

Features: 335; ridge alpha: 2.894; cross-validated R^2: -0.110.

Positive termCoefficientDocsMean presentMean absent
the 2.0067 90 3.182 1.372
and 1.5834 52 3.762 2.177
was 1.5003 20 5.757 2.312
on 1.4661 16 5.225 2.577
is with 1.2306 4 10.627 2.683
also said 1.1410 6 11.009 2.490
said 1.1410 6 11.009 2.490
into 1.1191 3 8.980 2.816
used to be 1.0490 6 10.619 2.515
to 1.0284 31 4.502 2.327
his on 1.0196 3 12.481 2.708
who 0.9263 13 5.563 2.618
to the 0.9161 10 6.789 2.580
also 0.9157 43 4.029 2.225
to be called 0.9136 5 10.614 2.600
be 0.9074 15 6.446 2.393
this 0.9008 15 6.569 2.371
with the 0.8921 5 8.868 2.692
says 0.8811 17 5.585 2.472
for 0.8772 11 6.054 2.624
Negative termCoefficientDocsMean presentMean absent
as in -1.0907 29 2.579 3.173
the ethnonym is -0.8028 52 2.791 3.228
ethnonym is -0.8028 52 2.791 3.228
and the -0.7646 15 2.657 3.062
strabo -0.5782 15 2.898 3.019
they -0.5709 12 2.968 3.006
the ethnonym -0.5654 56 3.014 2.985
ethnonym -0.5352 57 3.072 2.907
one of -0.5026 5 1.971 3.055
a city -0.4997 64 3.115 2.798
book -0.4789 39 2.698 3.195
near -0.4583 16 2.848 3.030
one of the -0.4273 4 2.182 3.035
an -0.4128 22 3.008 2.999
crete -0.3895 3 2.080 3.029
from the form -0.3890 5 2.383 3.034
in the -0.3824 25 3.208 2.932
it is -0.3799 24 3.763 2.760
island -0.3590 14 2.424 3.095
and the feminine -0.3568 5 2.253 3.040

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.