gpt-5 v3 Evaluation

Generated: 2026-07-25 12:53:12 UTC

Pairs100
Distinct lemmas100
Slope0.902
R^20.986
BLEU-449.1%
chrF++72.3%
METEOR78.2%
ROUGE-L79.2%
BERTScoreN/A
COMETN/A
BLEURTN/A

Profile version id: 2342

First translation using this version: 2026-07-15

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

Created: 2026-07-15 13:49:25.227272+10:00

Active: True

Notes: Model timeline evaluation: GPT-5 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
Slope0.902
Intercept2.070
R^20.986
P-value2.93e-92
Pearson r0.993
Mean source words30.400
Length fallback rows0
Mean human words44.160
Mean AI words41.920
Mean absolute length residual2.875
Mean absolute percent error7.2%

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 = -0.374, R^2 = 0.140, p = 0.0001.
chrF++ vs passage length
chrF++: significant negative; r = -0.440, R^2 = 0.194, p = 4.62e-06.
METEOR vs passage length
METEOR: significant negative; r = -0.518, R^2 = 0.268, p = 3.43e-08.
ROUGE-L vs passage length
ROUGE-L: significant negative; r = -0.467, R^2 = 0.218, p = 9.70e-07.
Trigram precision vs passage length
Trigram precision: significant negative; r = -0.370, R^2 = 0.137, p = 0.0001.
Trigram recall vs passage length
Trigram recall: significant negative; r = -0.376, R^2 = 0.142, p = 0.0001.
Trigram F1 vs passage length
Trigram F1: significant negative; r = -0.374, R^2 = 0.140, p = 0.0001.
Trigram Jaccard vs passage length
Trigram Jaccard: significant negative; r = -0.367, R^2 = 0.135, p = 0.0002.
Metric Rows Pattern Pearson r R^2 P-value Slope Status
BLEU-4 100 significant negative -0.374 0.140 0.0001 -0.00238 ok
chrF++ 100 significant negative -0.440 0.194 4.62e-06 -0.00165 ok
METEOR 100 significant negative -0.518 0.268 3.43e-08 -0.00247 ok
ROUGE-L 100 significant negative -0.467 0.218 9.70e-07 -0.00196 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 -0.370 0.137 0.0001 -0.00306 ok
Trigram recall 100 significant negative -0.376 0.142 0.0001 -0.00312 ok
Trigram F1 100 significant negative -0.374 0.140 0.0001 -0.00308 ok
Trigram Jaccard 100 significant negative -0.367 0.135 0.0002 -0.00336 ok

Translation Similarity Metrics

Mean BLEU-449.1%
Mean chrF++72.3%
Mean METEOR78.2%
Mean ROUGE-L79.2%
Mean BERTScoreN/A
Mean COMETN/A
Mean BLEURTN/A
Legacy smoothed corpus BLEU49.9%
Unigram F179.5%
Bigram F156.9%
Trigram precision45.1%
Trigram recall42.7%
Trigram F143.9%
Trigram Jaccard28.1%
4-gram F134.7%

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 270 227 -18.717 30.6% 57.0% 54.5% 64.4% N/A N/A N/A reviewed/approved 11782 gpt-5-2025-08-07
2603 Κάρυστος 175 178 18.011 40.6% 66.1% 62.7% 66.3% N/A N/A N/A reviewed/approved 11794 gpt-5-2025-08-07
7254 Κύτα 84 88 10.129 37.8% 63.5% 65.9% 68.6% N/A N/A N/A reviewed/approved 11893 gpt-5-2025-08-07
2470 Καππαδοκία 68 72 8.567 26.0% 64.1% 81.7% 77.1% N/A N/A N/A reviewed/approved 11776 gpt-5-2025-08-07
2055 Καβασσός 109 92 -8.431 27.9% 58.8% 55.9% 57.7% N/A N/A N/A reviewed/approved 11638 gpt-5-2025-08-07
2604 Καρχηδών 117 116 8.350 39.4% 66.2% 70.0% 71.5% N/A N/A N/A reviewed/approved 11797 gpt-5-2025-08-07
2342 Κάμιρος 54 59 8.200 51.0% 76.2% 76.0% 79.6% N/A N/A N/A reviewed/approved 11758 gpt-5-2025-08-07
7251 Κύρτος 66 54 -7.628 40.1% 62.1% 61.1% 72.7% N/A N/A N/A reviewed/approved 11884 gpt-5-2025-08-07
2328 Καλλίπολις 43 48 7.127 35.2% 64.8% 73.0% 65.9% N/A N/A N/A reviewed/approved 11734 gpt-5-2025-08-07
7255 Κυτέριον 22 29 7.077 43.8% 70.2% 73.2% 70.6% N/A N/A N/A reviewed/approved 11896 gpt-5-2025-08-07
7260 Κυχρεῖος πάγος 61 64 6.884 55.7% 73.9% 80.3% 75.2% N/A N/A N/A reviewed/approved 11911 gpt-5-2025-08-07
2607 Κάσος 57 60 6.493 44.0% 70.9% 79.6% 83.8% N/A N/A N/A reviewed/approved 11803 gpt-5-2025-08-07
2625 Κατακεκαυμένη 46 50 6.420 56.0% 76.0% 85.7% 79.2% N/A N/A N/A reviewed/approved 11824 gpt-5-2025-08-07
2056 Καβειρία 112 97 -6.138 36.6% 69.0% 61.1% 67.9% N/A N/A N/A reviewed/approved 11641 gpt-5-2025-08-07
7257 Κυτώνιον 25 19 -5.630 39.8% 66.7% 75.0% 81.8% N/A N/A N/A reviewed/approved 11902 gpt-5-2025-08-07
2468 Καπετώλιον 138 132 5.399 28.6% 56.1% 56.8% 64.4% N/A N/A N/A reviewed/approved 11773 gpt-5-2025-08-07
2621 Κάστνιον 25 30 5.370 34.3% 69.8% 80.0% 69.1% N/A N/A N/A reviewed/approved 11812 gpt-5-2025-08-07
2119 Κάλλατις 65 65 4.274 36.5% 62.5% 71.6% 70.8% N/A N/A N/A reviewed/approved 11722 gpt-5-2025-08-07
2455 Κάναστρον 60 52 -4.214 22.3% 57.6% 45.8% 55.4% N/A N/A N/A reviewed/approved 11767 gpt-5-2025-08-07
2597 Καρπασία 112 99 -4.138 41.9% 69.1% 61.2% 65.4% N/A N/A N/A reviewed/approved 11785 gpt-5-2025-08-07
2465 Κάνωπος 83 81 4.031 39.6% 66.6% 71.5% 76.8% N/A N/A N/A reviewed/approved 11770 gpt-5-2025-08-07
2599 Καρπήσιοι 11 8 -3.997 22.4% 58.4% 55.0% 63.2% N/A N/A N/A reviewed/approved 11788 gpt-5-2025-08-07
2059 Καδμεία 20 24 3.882 31.4% 70.5% 82.7% 81.8% N/A N/A N/A reviewed/approved 11650 gpt-5-2025-08-07
2335 Κάλυτις 26 22 -3.533 39.2% 65.2% 68.8% 75.0% N/A N/A N/A reviewed/approved 11755 gpt-5-2025-08-07
2329 Κάλπη 57 50 -3.507 49.0% 69.4% 69.1% 79.6% N/A N/A N/A reviewed/approved 11737 gpt-5-2025-08-07
2605 Κάσιον 56 56 3.396 51.6% 72.7% 74.7% 76.8% N/A N/A N/A reviewed/approved 11800 gpt-5-2025-08-07
2080 Καλαβρία 18 15 -3.313 36.9% 64.0% 61.1% 66.7% N/A N/A N/A reviewed/approved 11683 gpt-5-2025-08-07
2114 Κάλβιος 18 15 -3.313 20.7% 49.8% 59.2% 60.6% N/A N/A N/A reviewed/approved 11707 gpt-5-2025-08-07
2081 Καλάθη 49 43 -3.288 35.0% 67.4% 76.5% 82.6% N/A N/A N/A reviewed/approved 11686 gpt-5-2025-08-07
2079 Καισάρεια 39 34 -3.264 57.0% 74.7% 77.8% 82.2% N/A N/A N/A reviewed/approved 11680 gpt-5-2025-08-07

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: -0.090.

Positive termCoefficientDocsMean presentMean absent
οι 2.8134 11 4.563 -0.564
ος 2.6685 6 6.531 -0.417
τη 2.1737 15 2.304 -0.407
εις 2.0269 7 3.270 -0.246
εν τη 1.9757 7 3.914 -0.295
ου και 1.9590 4 9.226 -0.384
και το 1.6830 9 3.339 -0.330
λεγεται και 1.6742 8 3.575 -0.311
λεγεται 1.6614 9 3.191 -0.316
απο 1.6565 27 1.667 -0.616
εξ 1.6037 3 6.966 -0.215
εκληθη 1.4640 4 7.080 -0.295
υπο 1.4167 4 6.055 -0.252
και 1.4013 66 0.286 -0.555
δε και 1.3788 8 1.706 -0.148
ορος 1.3740 6 5.320 -0.340
τε 1.3622 5 3.114 -0.164
ωστε 1.3472 3 8.260 -0.255
ου 1.2880 14 1.818 -0.296
στραβων 1.2262 15 2.511 -0.443
Negative termCoefficientDocsMean presentMean absent
καππαδοκιας -1.9571 3 -4.474 0.138
οικητωρ -1.8787 6 -5.026 0.321
μεταξυ -1.5720 5 -3.043 0.160
ως το -1.5623 3 -7.399 0.229
θεοπομπος -1.4726 5 -3.244 0.171
φησιν -1.3804 10 -1.807 0.201
μεν -1.2015 4 -7.321 0.305
το θηλυκον -1.2010 6 -2.476 0.158
το -1.1680 70 -0.005 0.011
ελλανικος -1.1151 4 -7.442 0.310
παρα -1.0947 7 -3.742 0.282
εθνος -1.0777 8 -2.756 0.240
ει -1.0663 4 -5.004 0.208
λυκιας -1.0533 3 -4.491 0.139
τω περι -1.0491 4 -5.157 0.215
εν τω περι -1.0491 4 -5.157 0.215
εν τω -1.0299 6 -0.757 0.048
ως -1.0196 52 -0.328 0.355
το κτητικον -0.9924 7 -3.379 0.254
κτητικον -0.9924 7 -3.379 0.254

Greek source terms predicting large absolute residuals

Features: 176; ridge alpha: 2.894; cross-validated R^2: -0.208.

Positive termCoefficientDocsMean presentMean absent
τω 2.0147 16 5.643 2.348
και 1.9349 66 3.517 1.630
δε 1.6863 46 4.172 1.771
της 1.5654 35 4.683 1.902
την 1.5259 13 6.864 2.279
τη 1.4766 15 5.656 2.385
εις 1.3819 7 9.236 2.397
γαρ 1.2378 9 7.540 2.414
εν τω 1.1320 6 9.136 2.476
λεγεται και 1.1133 8 8.594 2.378
εκαλειτο δε 1.1072 3 15.026 2.500
απο 1.1020 27 4.937 2.113
δια 1.0767 16 5.171 2.438
απο της 1.0051 6 8.912 2.490
φησι 0.9619 12 6.378 2.398
εκαλειτο δε και 0.9476 3 15.026 2.500
εκαλειτο 0.9347 7 8.861 2.425
αφ 0.9316 6 6.640 2.635
εν 0.9099 37 4.079 2.169
λεγεται 0.8970 9 7.653 2.403
Negative termCoefficientDocsMean presentMean absent
το εθνικον -0.8892 56 2.891 2.856
εθνικον -0.8892 56 2.891 2.856
προς -0.8353 15 2.771 2.894
πλησιον -0.7018 8 1.476 2.997
πολις -0.6960 68 2.986 2.641
κωμη -0.6946 3 1.103 2.930
προς τη -0.6764 4 1.427 2.936
τους -0.5339 4 1.603 2.928
στραβων -0.5137 15 3.555 2.756
και πολις -0.4907 5 2.877 2.875
πολιτης -0.4836 18 3.194 2.806
νησος -0.4702 9 2.607 2.902
πολυβιος -0.4444 5 1.516 2.947
τεταρτω -0.4248 3 1.337 2.923
εκαταιος ασια -0.4078 5 0.979 2.975
ασια -0.4078 5 0.979 2.975
πορρω -0.3794 3 1.180 2.928
ου πορρω -0.3794 3 1.180 2.928
ακρα -0.3110 4 2.250 2.901
φησι το -0.3012 3 1.387 2.921

AI English terms predicting large absolute residuals

Features: 312; ridge alpha: 4.125; cross-validated R^2: -0.324.

Positive termCoefficientDocsMean presentMean absent
the 1.7007 94 2.962 1.526
and 1.1462 56 3.802 1.696
also 1.1371 43 4.200 1.876
that 1.0273 12 6.763 2.345
for the 0.8756 7 7.780 2.506
to 0.8728 21 5.121 2.279
for 0.8570 14 6.116 2.348
used 0.8483 10 8.100 2.295
after 0.8320 22 4.617 2.384
to the 0.8215 5 10.323 2.483
is 0.7678 90 3.008 1.685
with 0.6938 18 4.078 2.611
of 0.6907 63 3.463 1.875
usage 0.6881 4 7.383 2.688
was 0.6564 16 5.709 2.336
diphthong 0.6437 3 9.418 2.673
after the 0.6416 4 12.081 2.492
there 0.6407 32 4.306 2.202
says 0.6311 16 5.500 2.375
is also 0.5953 31 3.997 2.372
Negative termCoefficientDocsMean presentMean absent
near -0.5520 19 2.619 2.936
city in -0.5332 41 2.508 3.131
the ethnonym is -0.5215 54 3.017 2.710
ethnonym is -0.5215 54 3.017 2.710
a city in -0.4955 41 2.508 3.131
as in -0.4304 21 2.943 2.857
the ethnonym -0.4124 57 3.084 2.599
ethnonym -0.4124 57 3.084 2.599
city of the -0.4110 10 2.037 2.969
a city -0.3851 65 3.060 2.532
city of -0.3649 13 2.514 2.929
in his asia -0.3047 5 0.979 2.975
his asia -0.3047 5 0.979 2.975
city near -0.3018 3 0.972 2.934
a city near -0.3018 3 0.972 2.934
say -0.3002 9 2.497 2.913
a city of -0.2921 11 2.663 2.902
book -0.2871 39 2.981 2.808
city -0.2570 68 2.986 2.641
asia -0.2416 6 1.839 2.942

Human English terms predicting large absolute residuals

Features: 336; ridge alpha: 4.125; cross-validated R^2: -0.321.

Positive termCoefficientDocsMean presentMean absent
the 1.2539 90 3.020 1.577
and 1.1914 52 3.736 1.943
also 1.0794 43 4.209 1.870
that 0.8129 29 4.213 2.329
into 0.8035 3 9.415 2.673
he 0.7728 3 11.910 2.596
also said 0.7725 6 10.830 2.368
said 0.7725 6 10.830 2.368
is also 0.7717 31 4.429 2.177
for 0.7680 11 6.512 2.426
on 0.7667 16 4.374 2.590
says 0.7473 17 5.479 2.342
is with 0.7470 4 8.945 2.623
there 0.7316 34 4.033 2.279
usage 0.6879 4 7.662 2.676
who 0.6856 13 5.881 2.426
his on 0.6809 3 11.157 2.619
with the 0.6693 5 8.456 2.582
was 0.6657 20 4.962 2.354
this 0.6647 15 6.566 2.224
Negative termCoefficientDocsMean presentMean absent
the ethnonym is -0.6781 52 2.624 3.148
ethnonym is -0.6781 52 2.624 3.148
a city in -0.5251 40 2.868 2.880
city in -0.5188 41 2.881 2.871
as in -0.4697 29 2.818 2.899
a city -0.4558 64 3.061 2.546
the ethnonym -0.4514 56 3.025 2.685
near -0.4356 16 2.878 2.875
ethnonym -0.4052 57 3.120 2.551
and the -0.3816 15 2.789 2.891
in his asia -0.3615 5 0.979 2.975
his asia -0.3615 5 0.979 2.975
book -0.3382 39 2.981 2.808
or after -0.3122 3 1.771 2.910
asia -0.3062 6 1.839 2.942
a -0.2925 91 2.929 2.335
say that the -0.2872 3 1.128 2.929
is from -0.2862 12 2.466 2.931
an -0.2701 22 3.243 2.772
herodotos book -0.2599 5 1.669 2.939

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.