paper_guidance_ablation_gpt56 v3 Evaluation

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

Pairs100
Distinct lemmas100
Slope0.947
R^20.989
BLEU-455.9%
chrF++75.6%
METEOR81.5%
ROUGE-L80.8%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 2588

First translation using this version: 2026-07-18

Total usable AI runs for this version: 300 runs across 100 lemmas

Created: 2026-07-18 21:14:55.545407+10:00

Active: True

Notes: Arm C: Stephanos v3 static prompt shell plus matched entry-specific guidance. Model gpt-5.6-sol; Responses API; medium reasoning; top_p 1.0; three runs per Kappa-corpus entry.

Prompt length scatter plot

Length Regression

FormulaAI words = intercept + slope * human words
Slope0.947
Intercept1.719
R^20.989
P-value1.20e-97
Pearson r0.994
Mean source words30.400
Length fallback rows0
Mean human words44.160
Mean AI words43.550
Mean absolute length residual2.719
Mean absolute percent error6.3%

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 = -0.433, R^2 = 0.187, p = 6.86e-06.
chrF++ vs passage length
chrF++: significant negative; r = -0.465, R^2 = 0.217, p = 1.07e-06.
METEOR vs passage length
METEOR: significant negative; r = -0.483, R^2 = 0.233, p = 3.61e-07.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.444, R^2 = 0.197, p = 3.71e-06.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.345, R^2 = 0.119, p = 0.0004.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.372, R^2 = 0.138, p = 0.0001.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.359, R^2 = 0.129, p = 0.0002.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.371, R^2 = 0.138, p = 0.0001.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.433 0.187 6.86e-06 -0.00287 ok
chrF++ 100 significant negative -0.465 0.217 1.07e-06 -0.00189 ok
METEOR 100 significant negative -0.483 0.233 3.61e-07 -0.00200 ok
ROUGE-L 100 significant negative -0.444 0.197 3.71e-06 -0.00180 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 -0.345 0.119 0.0004 -0.00277 ok
Trigram recall 100 significant negative -0.372 0.138 0.0001 -0.00293 ok
Trigram F1 100 significant negative -0.359 0.129 0.0002 -0.00284 ok
Trigram Jaccard 100 significant negative -0.371 0.138 0.0001 -0.00318 ok

Translation Similarity Metrics

Mean BLEU-455.9%
Mean chrF++75.6%
Mean METEOR81.5%
Mean ROUGE-L80.8%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU54.3%
Unigram F181.2%
Bigram F160.1%
Trigram precision47.8%
Trigram recall47.2%
Trigram F147.5%
Trigram Jaccard31.1%
4-gram F138.4%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2604 Καρχηδών 117 128 15.452 30.5% 61.6% 64.3% 63.2% N/A N/A N/A reviewed/approved 14901 gpt-5.6-sol
2484 Καρία 270 246 -11.478 45.8% 67.5% 67.1% 72.5% N/A N/A N/A reviewed/approved 14856 gpt-5.6-sol
2609 Κάσπειρος 135 119 -10.599 42.7% 65.7% 68.2% 72.4% N/A N/A N/A reviewed/approved 14928 gpt-5.6-sol
2603 Κάρυστος 175 178 10.511 42.1% 66.2% 75.4% 71.8% N/A N/A N/A reviewed/approved 14892 gpt-5.6-sol
2055 Καβασσός 109 95 -9.970 39.6% 61.8% 62.9% 65.7% N/A N/A N/A reviewed/approved 14424 gpt-5.6-sol
7251 Κύρτος 66 55 -9.238 40.1% 62.7% 69.6% 72.7% N/A N/A N/A reviewed/approved 15162 gpt-5.6-sol
2342 Κάμιρος 54 62 9.129 45.2% 73.0% 79.3% 77.6% N/A N/A N/A reviewed/approved 14784 gpt-5.6-sol
2328 Καλλίπολις 43 50 7.549 52.7% 71.5% 78.0% 75.3% N/A N/A N/A reviewed/approved 14712 gpt-5.6-sol
2470 Καππαδοκία 68 73 6.867 26.0% 60.3% 85.9% 82.3% N/A N/A N/A reviewed/approved 14838 gpt-5.6-sol
2119 Κάλλατις 65 70 6.709 31.3% 61.2% 63.4% 56.3% N/A N/A N/A reviewed/approved 14676 gpt-5.6-sol
2455 Κάναστρον 60 52 -6.554 31.5% 65.2% 63.6% 71.4% N/A N/A N/A reviewed/approved 14811 gpt-5.6-sol
7259 Κύφος 54 59 6.129 52.5% 73.7% 89.2% 81.4% N/A N/A N/A reviewed/approved 15234 gpt-5.6-sol
7254 Κύτα 84 87 5.711 50.7% 74.6% 78.6% 78.4% N/A N/A N/A reviewed/approved 15189 gpt-5.6-sol
2116 Κάληρος 40 34 -5.609 19.4% 52.6% 59.0% 62.2% N/A N/A N/A reviewed/approved 14649 gpt-5.6-sol
7255 Κυτέριον 22 28 5.441 48.4% 71.2% 67.6% 68.0% N/A N/A N/A reviewed/approved 15198 gpt-5.6-sol
2626 Κατάνη 95 97 5.292 39.2% 62.4% 65.8% 65.6% N/A N/A N/A reviewed/approved 15000 gpt-5.6-sol
2605 Κάσιον 56 60 5.235 55.6% 76.1% 85.6% 77.6% N/A N/A N/A reviewed/approved 14910 gpt-5.6-sol
7266 Κώμη 79 81 4.448 25.6% 52.9% 49.8% 55.0% N/A N/A N/A reviewed/approved 15297 gpt-5.6-sol
3530 Κριώα 26 22 -4.348 38.8% 68.3% 64.3% 75.0% N/A N/A N/A reviewed/approved 15072 gpt-5.6-sol
7267 Κωνώπη 64 58 -4.344 45.3% 71.3% 70.1% 78.7% N/A N/A N/A reviewed/approved 15306 gpt-5.6-sol
7247 Κύρνος 50 45 -4.082 32.3% 56.3% 63.6% 61.1% N/A N/A N/A reviewed/approved 15126 gpt-5.6-sol
7258 Κύτωρος 30 34 3.863 66.1% 87.0% 96.3% 87.5% N/A N/A N/A reviewed/approved 15225 gpt-5.6-sol
2621 Κάστνιον 25 29 3.599 45.3% 75.7% 72.9% 74.1% N/A N/A N/A reviewed/approved 14946 gpt-5.6-sol
2477 Καρδαμύλη 43 46 3.549 47.0% 78.2% 88.4% 78.7% N/A N/A N/A reviewed/approved 14847 gpt-5.6-sol
7260 Κυχρεῖος πάγος 61 63 3.498 52.4% 71.3% 82.6% 72.6% N/A N/A N/A reviewed/approved 15243 gpt-5.6-sol
2115 Καλὴ ἀκτή 64 59 -3.344 36.3% 63.4% 73.2% 71.5% N/A N/A N/A reviewed/approved 14640 gpt-5.6-sol
3288 Κορώνεια 110 109 3.083 39.3% 67.7% 69.7% 72.7% N/A N/A N/A reviewed/approved 15045 gpt-5.6-sol
7245 Κύρης 13 17 2.966 50.3% 77.6% 87.9% 80.0% N/A N/A N/A reviewed/approved 15108 gpt-5.6-sol
2075 Καινίνη 15 13 -2.928 65.3% 80.4% 80.4% 85.7% N/A N/A N/A reviewed/approved 14514 gpt-5.6-sol
7261 Κύψελα 34 31 -2.926 75.8% 83.1% 91.8% 89.2% N/A N/A N/A reviewed/approved 15252 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: 17.013; cross-validated R^2: -0.098.

Positive termCoefficientDocsMean presentMean absent
απο 0.4415 27 2.220 -0.821
και 0.4379 66 0.082 -0.160
δε και 0.3845 8 2.891 -0.251
ος 0.3642 6 5.352 -0.342
αφ 0.3592 6 4.528 -0.289
πολιτης 0.3186 18 2.632 -0.578
παιδος 0.3174 4 4.917 -0.205
αφ ου 0.3120 5 4.966 -0.261
εστι δε και 0.3114 3 7.361 -0.228
εν τη 0.3087 7 3.534 -0.266
λεγεται 0.3034 9 3.286 -0.325
εις 0.2963 7 2.521 -0.190
λεγεται και 0.2696 8 3.253 -0.283
τη 0.2501 15 1.219 -0.215
ου και 0.2479 4 6.264 -0.261
εκαλειτο δε 0.2459 3 4.829 -0.149
εστι δε 0.2441 5 4.186 -0.220
και αλλη 0.2396 3 8.818 -0.273
της 0.2158 35 0.458 -0.247
εκληθη 0.2066 4 5.435 -0.226
Negative termCoefficientDocsMean presentMean absent
τα -0.3381 12 -2.321 0.317
διονυσιος -0.2858 4 -5.341 0.223
το -0.2836 70 -0.293 0.684
τοπικα -0.2534 3 -5.273 0.163
τα τοπικα -0.2534 3 -5.273 0.163
θρακης -0.2462 5 -2.800 0.147
καππαδοκιας -0.2181 3 -3.695 0.114
ως το -0.2067 3 -5.673 0.175
εστι και -0.2037 20 -0.345 0.086
θεοπομπος -0.1958 5 -1.619 0.085
ουτως -0.1955 5 -4.347 0.229
γαρ -0.1939 9 -1.629 0.161
το εθνικον -0.1849 56 -0.283 0.361
εθνικον -0.1849 56 -0.283 0.361
μεταξυ -0.1754 5 -2.187 0.115
και του -0.1723 4 -3.437 0.143
λυκιας -0.1699 3 -4.064 0.126
του δε -0.1666 3 -4.082 0.126
τινες -0.1655 6 -1.785 0.114
τε -0.1638 5 1.163 -0.061

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 2.031; cross-validated R^2: -0.048.

Positive termCoefficientDocsMean presentMean absent
δε 2.3124 46 3.848 1.757
εκαλειτο 2.0556 7 7.839 2.333
εκαλειτο δε 1.7020 3 12.480 2.417
τα 1.6562 12 6.087 2.259
απο 1.5530 27 4.615 2.017
τε 1.4816 5 5.687 2.562
και 1.4693 66 3.288 1.614
δε και 1.4111 8 6.426 2.396
τω 1.3066 16 4.319 2.414
απο της 1.2630 6 7.471 2.415
τη 1.2514 15 4.880 2.337
υπο 1.1378 4 5.808 2.590
εκαλειτο δε και 1.1022 3 12.480 2.417
αλλ 1.0892 3 8.007 2.555
εστι δε και 1.0279 3 7.361 2.575
ος 0.9875 6 5.677 2.530
γαρ 0.9552 9 6.569 2.338
μεν 0.9291 4 7.258 2.530
της 0.9270 35 4.030 2.013
εν 0.9136 37 3.472 2.276
Negative termCoefficientDocsMean presentMean absent
νησος -1.1188 9 1.068 2.882
και το -1.0558 9 2.665 2.724
στραβων -1.0186 15 2.463 2.764
το εθνικον -0.9237 56 2.467 3.039
εθνικον -0.9237 56 2.467 3.039
μια -0.8908 3 0.430 2.789
προς τη -0.7966 4 1.459 2.771
οικητωρ -0.7024 6 3.174 2.690
προς -0.6708 15 2.783 2.707
και νησος -0.6314 3 0.380 2.791
και πολις -0.6118 5 2.143 2.749
το -0.6050 70 2.666 2.843
αυτην -0.5724 9 2.609 2.730
ποσειδωνος -0.5685 3 1.765 2.748
παυσανιας -0.5682 4 1.319 2.777
θαλασση -0.5363 3 0.848 2.777
τινες -0.5267 6 1.785 2.778
ακρα -0.5122 4 1.174 2.783
θηλυκον και -0.5090 3 1.502 2.756
βοιωτιας -0.4672 3 2.189 2.735

AI English terms predicting large absolute residuals

Features: 332; ridge alpha: 0.702; cross-validated R^2: 0.120.

Positive termCoefficientDocsMean presentMean absent
the 3.9768 93 2.822 1.347
he 3.5800 4 10.099 2.411
was 3.4378 19 6.040 1.940
their 2.5249 4 10.226 2.406
them 2.4850 7 6.847 2.408
renowned 2.2698 4 9.778 2.425
and 2.1773 56 3.654 1.528
to 2.1449 21 4.879 2.144
among 2.1231 6 5.995 2.510
kappadokia 2.1070 4 5.262 2.613
for 2.0033 13 5.171 2.352
says 1.9990 14 4.894 2.365
used 1.9598 8 7.187 2.330
his on 1.9548 3 9.422 2.511
was called 1.8843 6 9.420 2.291
was named 1.8364 7 7.592 2.352
when 1.7267 7 7.463 2.362
in his on 1.6343 3 9.422 2.511
however 1.5811 7 5.662 2.497
homer 1.5271 3 7.549 2.569
Negative termCoefficientDocsMean presentMean absent
island -1.6914 14 1.539 2.911
it is -1.5960 18 2.525 2.761
as in -1.5789 26 2.644 2.745
one of the -1.5080 3 0.430 2.789
is called -1.4891 7 1.286 2.826
calls -1.4323 4 0.884 2.795
strabo -1.3322 15 2.463 2.764
it -1.2861 41 3.731 2.015
one of -1.1872 5 0.913 2.814
in libya -1.1510 4 0.912 2.794
the ethnonym -1.1353 52 2.586 2.862
strabo book -0.9914 9 1.742 2.815
one -0.9711 11 2.273 2.774
calls it -0.9664 3 1.083 2.769
poseidon -0.9503 3 1.765 2.748
an island -0.9304 10 1.096 2.899
ethnonym is -0.9256 52 2.601 2.846
the ethnonym is -0.9162 51 2.609 2.832
near -0.8678 19 2.457 2.780
ethnonym -0.8623 54 2.715 2.723

Human English terms predicting large absolute residuals

Features: 336; ridge alpha: 2.031; cross-validated R^2: 0.007.

Positive termCoefficientDocsMean presentMean absent
the 2.4805 90 2.875 1.316
and 1.8080 52 3.663 1.695
was 1.5791 20 5.097 2.124
of 1.4033 66 3.224 1.738
who 1.3698 13 5.412 2.316
this 1.1895 15 5.937 2.151
on 1.1881 16 4.649 2.351
with the 1.1447 5 8.569 2.411
used to be 1.0777 6 8.956 2.321
his on 0.9999 3 9.422 2.511
was called 0.9717 3 10.100 2.490
also said 0.9587 6 8.024 2.380
said 0.9587 6 8.024 2.380
as 0.9339 60 3.109 2.133
their 0.9123 3 12.480 2.417
to be called 0.8655 5 8.644 2.407
be 0.8637 15 5.429 2.240
in his on 0.8505 3 9.422 2.511
after 0.8493 22 4.887 2.107
to 0.8468 31 3.755 2.253
Negative termCoefficientDocsMean presentMean absent
as in -0.8943 29 2.411 2.844
island -0.7899 14 1.539 2.911
strabo -0.7800 15 2.463 2.764
the ethnonym is -0.7599 52 2.472 2.986
ethnonym is -0.7599 52 2.472 2.986
the ethnonym -0.6462 56 2.620 2.844
one of -0.6449 5 1.743 2.770
it is -0.6373 24 2.976 2.637
one of the -0.6311 4 1.646 2.763
and the -0.5672 15 2.954 2.677
those -0.5445 5 1.356 2.790
an island -0.5390 9 1.197 2.869
ethnonym -0.5358 57 2.749 2.678
or after -0.5176 3 2.257 2.733
an -0.5091 22 2.240 2.854
in the -0.5069 25 3.171 2.568
it is also -0.5010 3 0.376 2.791
book -0.4736 39 2.321 2.973
is from the -0.4618 3 1.539 2.755
asia -0.4564 6 1.336 2.807

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.