gpt-5.5_v4_reasoning_medium v1 Evaluation

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

Pairs32
Distinct lemmas32
Slope0.948
R^20.992
BLEU-463.7%
chrF++80.5%
METEOR84.6%
ROUGE-L84.9%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 1762

First translation using this version: 2026-06-23

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=medium.

Prompt length scatter plot

Length Regression

FormulaAI words = intercept + slope * human words
Slope0.948
Intercept0.531
R^20.992
P-value6.16e-33
Pearson r0.996
Mean source words21.062
Length fallback rows0
Mean human words31.656
Mean AI words30.531
Mean absolute length residual1.597
Mean absolute percent error5.8%

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 = -0.544, R^2 = 0.296, p = 0.0013.
chrF++ vs passage length
chrF++: significant negative; r = -0.533, R^2 = 0.284, p = 0.0017.
METEOR vs passage length
METEOR: significant negative; r = -0.592, R^2 = 0.350, p = 0.0004.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.512, R^2 = 0.263, p = 0.0027.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.440, R^2 = 0.194, p = 0.0116.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.435, R^2 = 0.189, p = 0.0129.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.438, R^2 = 0.192, p = 0.0122.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.431, R^2 = 0.186, p = 0.0138.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 32 significant negative -0.544 0.296 0.0013 -0.00651 ok
chrF++ 32 significant negative -0.533 0.284 0.0017 -0.00360 ok
METEOR 32 significant negative -0.592 0.350 0.0004 -0.00385 ok
ROUGE-L 32 significant negative -0.512 0.263 0.0027 -0.00323 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 significant negative -0.440 0.194 0.0116 -0.00627 ok
Trigram recall 32 significant negative -0.435 0.189 0.0129 -0.00623 ok
Trigram F1 32 significant negative -0.438 0.192 0.0122 -0.00624 ok
Trigram Jaccard 32 significant negative -0.431 0.186 0.0138 -0.00735 ok

Translation Similarity Metrics

Mean BLEU-463.7%
Mean chrF++80.5%
Mean METEOR84.6%
Mean ROUGE-L84.9%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU57.9%
Unigram F183.7%
Bigram F164.3%
Trigram precision53.1%
Trigram recall51.1%
Trigram F152.1%
Trigram Jaccard35.2%
4-gram F142.8%

Largest Length Residuals

Lemma ID Headword Human words AI words Residual BLEU-4 chrF++ METEOR ROUGE-L BERTScore COMET BLEURT Human Run Model
2054 Καβαλίς 65 68 5.870 69.3% 82.7% 79.2% 84.2% N/A N/A N/A reviewed/approved 4343 gpt-5.5
2119 Κάλλατις 65 67 4.870 31.3% 61.0% 67.4% 66.7% N/A N/A N/A reviewed/approved 17176 gpt-5.5
2116 Κάληρος 40 34 -4.438 36.6% 62.5% 73.0% 67.6% N/A N/A N/A reviewed/approved 17173 gpt-5.5
2081 Καλάθη 49 43 -3.968 54.7% 77.0% 79.8% 89.1% N/A N/A N/A reviewed/approved 14402 gpt-5.5
2056 Καβειρία 112 103 -3.672 37.7% 71.4% 64.1% 69.8% N/A N/A N/A reviewed/approved 9701 gpt-5.5
2059 Καδμεία 20 23 3.515 37.1% 66.4% 73.9% 69.8% N/A N/A N/A reviewed/approved 9704 gpt-5.5
2114 Κάλβιος 18 15 -2.589 56.9% 74.5% 72.4% 78.8% N/A N/A N/A reviewed/approved 17171 gpt-5.5
2085 Καλάσιρις 13 15 2.149 54.6% 80.9% 90.2% 78.6% N/A N/A N/A reviewed/approved 14406 gpt-5.5
2326 Καλλίαρος 47 47 1.928 62.8% 84.2% 95.2% 93.6% N/A N/A N/A reviewed/approved 17178 gpt-5.5
2062 Κάθαια 25 26 1.777 51.6% 70.0% 77.1% 70.6% N/A N/A N/A reviewed/approved 9708 gpt-5.5
2075 Καινίνη 15 13 -1.746 79.5% 88.0% 87.7% 92.9% N/A N/A N/A reviewed/approved 9710 gpt-5.5
2080 Καλαβρία 18 16 -1.589 43.4% 75.2% 67.3% 76.5% N/A N/A N/A reviewed/approved 14401 gpt-5.5
2079 Καισάρεια 39 36 -1.491 66.5% 79.0% 85.2% 88.0% N/A N/A N/A reviewed/approved 14400 gpt-5.5
2077 Καιρή 17 18 1.358 49.5% 69.1% 80.0% 80.0% N/A N/A N/A reviewed/approved 14399 gpt-5.5
2802 Κάδρεμα 24 22 -1.276 76.9% 85.7% 83.9% 87.0% N/A N/A N/A reviewed/approved 9707 gpt-5.5
2083 Καλαμένθη 24 22 -1.276 49.8% 69.5% 73.4% 73.9% N/A N/A N/A reviewed/approved 14404 gpt-5.5
2325 Καλλίαι 24 22 -1.276 51.9% 78.1% 81.9% 82.6% N/A N/A N/A reviewed/approved 17177 gpt-5.5
2057 Καβελλιών 34 34 1.248 42.9% 74.0% 85.4% 85.3% N/A N/A N/A reviewed/approved 9702 gpt-5.5
2087 Καλαύρεια 30 30 1.038 59.7% 81.3% 96.4% 93.3% N/A N/A N/A reviewed/approved 17170 gpt-5.5
2074 Καικῖνον 11 10 -0.956 65.3% 84.0% 88.8% 85.7% N/A N/A N/A reviewed/approved 9709 gpt-5.5
2058 Καβύλη 23 23 0.672 70.7% 86.0% 100.0% 100.0% N/A N/A N/A reviewed/approved 9703 gpt-5.5
2117 Καλησία 19 18 -0.537 81.5% 91.8% 94.7% 91.9% N/A N/A N/A reviewed/approved 17174 gpt-5.5
2060 Κάδοι 18 18 0.411 74.7% 86.2% 88.6% 88.9% N/A N/A N/A reviewed/approved 9705 gpt-5.5
2078 Καινύς 22 21 -0.380 70.0% 75.2% 77.4% 79.1% N/A N/A N/A reviewed/approved 14398 gpt-5.5
2061 Καδούσιοι 14 14 0.201 100.0% 100.0% 100.0% 100.0% N/A N/A N/A reviewed/approved 9706 gpt-5.5
2084 Κάλαρνα 14 14 0.201 100.0% 100.0% 100.0% 100.0% N/A N/A N/A reviewed/approved 14405 gpt-5.5
2115 Καλὴ ἀκτή 64 61 -0.183 37.7% 62.1% 76.4% 72.0% N/A N/A N/A reviewed/approved 17172 gpt-5.5
2055 Καβασσός 109 104 0.172 44.4% 66.7% 68.9% 72.3% N/A N/A N/A reviewed/approved 5977 gpt-5.5
2086 Καλατίαι 8 8 -0.113 100.0% 100.0% 99.9% 100.0% N/A N/A N/A reviewed/approved 17169 gpt-5.5
2118 Καλλάτηβος 12 12 0.097 100.0% 100.0% 100.0% 100.0% N/A N/A N/A reviewed/approved 17175 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: 0.492; cross-validated R^2: -0.117.

Positive termCoefficientDocsMean presentMean absent
οι 3.6840 3 3.845 -0.398
στραβων 2.7287 6 1.965 -0.453
ειναι 2.1975 4 3.210 -0.459
εν 1.8368 8 1.777 -0.592
τη 1.8294 4 2.572 -0.367
αφ 1.7882 3 1.571 -0.163
προς 1.4909 4 1.259 -0.180
πολιτης 1.2261 6 1.385 -0.320
φησι 1.1938 3 2.656 -0.275
τον 1.1369 3 1.065 -0.110
των 0.9813 5 0.513 -0.095
του 0.6462 9 0.021 -0.008
ως 0.5649 14 0.183 -0.142
πλησιον 0.4724 4 0.656 -0.094
ηροδοτος 0.4001 3 0.323 -0.033
απο 0.3940 5 -0.055 0.010
πολις 0.3279 22 -0.071 0.156
τεταρτω 0.2705 3 -0.066 0.007
θηλυκον 0.2703 4 0.106 -0.015
το 0.2225 16 0.410 -0.410
Negative termCoefficientDocsMean presentMean absent
εκαλειτο -2.6573 3 -1.076 0.111
εστι και -1.6094 4 -1.779 0.254
και -1.4912 18 -0.310 0.398
εστι -1.4085 6 -1.828 0.422
της -1.0858 10 -0.646 0.294
και του -0.9647 3 -1.198 0.124
δε -0.8315 11 -0.777 0.407
αυτην -0.8279 4 0.310 -0.044
λυκιας -0.8021 3 -1.231 0.127
εθνος -0.7691 3 -1.142 0.118
παυσανιας -0.7519 3 -1.669 0.173
δια του -0.6868 3 -1.349 0.140
δια -0.6868 3 -1.349 0.140
το εθνικον -0.6220 12 -0.234 0.140
εθνικον -0.6220 12 -0.234 0.140
παρα το -0.5004 3 -0.642 0.066
παρα -0.5004 3 -0.642 0.066
εκαταιος -0.3236 5 0.137 -0.025
ου -0.0665 4 -0.524 0.075
του ποντου 0.0211 3 0.368 -0.038

Greek source terms predicting large absolute residuals

Features: 41; ridge alpha: 49.239; cross-validated R^2: -0.501.

Positive termCoefficientDocsMean presentMean absent
δε 0.0530 11 2.426 1.163
απο 0.0488 5 3.189 1.302
οι 0.0436 3 3.845 1.364
αφ 0.0428 3 4.019 1.346
και 0.0418 18 2.008 1.068
αυτην 0.0393 4 3.589 1.312
εκαλειτο 0.0357 3 1.883 1.567
πολιτης 0.0344 6 3.133 1.242
τη 0.0270 4 3.317 1.351
στραβων 0.0263 6 2.462 1.397
ειναι 0.0229 4 3.210 1.366
ου 0.0218 4 3.295 1.354
ποντου 0.0163 3 3.013 1.450
του ποντου 0.0163 3 3.013 1.450
θηλυκον 0.0157 4 2.828 1.421
φησι 0.0154 3 2.656 1.487
της 0.0150 10 1.829 1.491
ως 0.0147 14 1.954 1.319
του 0.0137 9 1.803 1.516
των 0.0079 5 2.173 1.490
Negative termCoefficientDocsMean presentMean absent
το εθνικον -0.0480 12 1.220 1.823
εθνικον -0.0480 12 1.220 1.823
τεταρτω -0.0467 3 0.096 1.752
πολις -0.0297 22 1.639 1.504
εθνος -0.0260 3 1.306 1.627
παυσανιας -0.0181 3 1.669 1.589
ηροδοτος -0.0160 3 1.174 1.641
εκαταιος -0.0094 5 2.279 1.470
τον -0.0089 3 1.065 1.652
και του -0.0057 3 1.447 1.612
το -0.0049 16 1.523 1.670
εστι -0.0047 6 1.828 1.543
εστι και -0.0029 4 1.779 1.571
δια του -0.0022 3 1.349 1.622
δια -0.0022 3 1.349 1.622
λυκιας -0.0014 3 1.346 1.623
προς 0.0013 4 2.195 1.511
παρα το 0.0040 3 1.927 1.563
παρα 0.0040 3 1.927 1.563
πλησιον 0.0044 4 2.279 1.499

AI English terms predicting large absolute residuals

Features: 99; ridge alpha: 8.377; cross-validated R^2: -0.476.

Positive termCoefficientDocsMean presentMean absent
that 0.1769 7 3.289 1.123
called 0.1697 6 2.388 1.414
and 0.1644 12 2.135 1.274
it 0.1571 9 2.180 1.369
from 0.1545 8 2.372 1.338
are 0.1400 6 2.811 1.317
to 0.1333 8 2.667 1.240
is 0.1279 24 1.689 1.319
of 0.1235 17 1.990 1.152
feminine 0.1218 4 2.828 1.421
there 0.1127 8 2.658 1.243
citizen 0.1029 6 3.133 1.242
they 0.1001 3 2.935 1.458
who 0.0973 3 3.637 1.386
its 0.0914 3 3.823 1.367
used 0.0887 4 2.629 1.449
from the 0.0878 5 2.673 1.398
a citizen 0.0866 4 3.389 1.341
a citizen is 0.0866 4 3.389 1.341
citizen is a 0.0866 4 3.389 1.341
Negative termCoefficientDocsMean presentMean absent
city in -0.2158 12 0.902 2.014
a city in -0.2158 12 0.902 2.014
in -0.1843 23 1.295 2.369
the ethnonym -0.1487 12 0.928 1.998
the ethnonym is -0.1439 10 0.972 1.881
an -0.1373 5 0.753 1.753
ethnonym -0.1314 13 1.139 1.910
ethnonym is -0.1254 11 1.217 1.796
city -0.1065 22 1.639 1.504
people -0.1064 5 1.236 1.664
a city -0.1026 18 1.557 1.648
his -0.1017 9 1.350 1.693
book in his -0.0830 3 0.559 1.704
book in -0.0830 3 0.559 1.704
in his -0.0706 6 1.489 1.622
pausanias -0.0702 3 1.669 1.589
of his -0.0580 3 1.073 1.651
in book of -0.0580 3 1.073 1.651
in book -0.0580 3 1.073 1.651
book of his -0.0580 3 1.073 1.651

Human English terms predicting large absolute residuals

Features: 101; ridge alpha: 4.125; cross-validated R^2: -0.431.

Positive termCoefficientDocsMean presentMean absent
are 0.4336 7 2.436 1.362
that 0.3312 7 3.383 1.097
it 0.2516 11 2.097 1.335
they 0.2507 5 3.365 1.269
which 0.2499 7 2.737 1.278
the 0.2003 25 1.717 1.166
on 0.1873 3 3.398 1.410
to 0.1819 11 2.427 1.162
feminine 0.1814 4 2.828 1.421
the feminine 0.1814 4 2.828 1.421
who 0.1797 3 3.637 1.386
and 0.1754 12 2.333 1.155
from 0.1718 8 1.980 1.469
a citizen 0.1681 6 3.133 1.242
citizen 0.1681 6 3.133 1.242
from the 0.1601 5 2.673 1.398
because 0.1549 3 3.164 1.435
strabo 0.1541 6 2.462 1.397
after 0.1531 5 2.218 1.482
was 0.1516 5 2.543 1.422
Negative termCoefficientDocsMean presentMean absent
city in -0.3897 11 0.870 1.977
a city in -0.3897 11 0.870 1.977
people -0.2643 4 1.007 1.681
an -0.2599 7 0.789 1.823
the ethnonym is -0.2217 10 0.972 1.881
ethnonym is -0.2217 10 0.972 1.881
ethnonym -0.2057 13 1.139 1.910
the ethnonym -0.1850 12 1.220 1.823
a city -0.1796 19 1.542 1.676
of his -0.1743 6 0.816 1.777
book of his -0.1743 6 0.816 1.777
book of -0.1743 6 0.816 1.777
and the -0.1737 4 1.117 1.665
in -0.1626 24 1.443 2.057
in book of -0.1300 5 0.943 1.718
pausanias -0.1285 3 1.669 1.589
book -0.1223 15 1.526 1.659
city -0.1216 24 1.767 1.085
with -0.1177 5 1.052 1.698
in book -0.1130 5 0.943 1.718

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.