Vol. I · No. 1 · MMXXVI
NextChapterBench A Benchmark of Literary Continuation
23 models · 10 items · 1 judge

The Standings → GPT‑6 Luna (xhigh)

Live run data

OpenAI

GPT‑6 Luna (xhigh)

xhigh reasoning effort · via Codex CLI · judged by Claude Sonnet 5 · not the setting shown on the standings; also run at high50.6 medium47.3

Results from run ‘first’: ten items, ten verdicts.

GPT‑6 Luna (xhigh) scores 52 on craft, 11 points below the field’s 63 and 41 points short of the authors themselves. Its shape differs from the field’s: relatively strong on restraint and folding the brief into the story, relatively weak on period detail and building scenes. On the mechanical checks it kept to the brief’s word range on 6 of 10 items and is unusually free of stock phrases.

Headline 49.7 of 100 · compliance × craft
Compliance 96 of 100
Craft 52 of 100

The record: 10 items · 10 verdicts · 0 errors · 2,008 words on average · est. generation cost $0.06

Read the chapters in full

§ I

Craft by Dimension

Eight dimensions, each 0–100, averaged over ten items; the author’s real chapter was in the room every time.

Craft by dimension, 0–100 · judged by Sonnet 5 beside the author’s real chapter

Voice
52
Prose
53
Character
50
Scene
49
Integration
53
Momentum
50
Restraint
61
Specificity
47
0255075100
reader’s score, 0–100 · hollow tick: field average · filled tick: the authors themselves

The authors themselves average 93 on the five writing dimensions, the field 63, this model 52. Hover or focus a bar for the field and the authors on that dimension.

In plain words, item by item

The judge’s one-sentence best quality and worst flaw for each chapter, written for a general reader.


§ II

Per-Item Results

Headline, compliance and craft for each chapter, 0–100.

The same ten items in figures, with word counts.
Item Headline Compliance Craft Words
Persuasion item 001 · after ch. 1 · Jane Austen 58.5100582,405
The Secret Garden item 013 · after ch. 2 · Frances Hodgson Burnett 53.395562,178
The Sun Also Rises item 021 · after ch. 3 · Ernest Hemingway 51.495541,557
Leave It to Psmith item 022 · after ch. 3 · P. G. Wodehouse 51.395542,666
The Mysterious Affair at Styles item 017 · after ch. 3 · Agatha Christie 51.195541,831
Red Harvest item 023 · after ch. 2 · Dashiell Hammett 48.395511,929
The Awakening item 016 · after ch. 7 · Kate Chopin 48.1100481,632
Dracula item 015 · after ch. 5 · Bram Stoker 46.990521,741
The War of the Worlds item 006 · after ch. 1 · H. G. Wells 46.6100471,761
The Moonstone item 011 · after ch. 8 · Wilkie Collins 41.795442,380

§ III

Length Against the Brief

Words written per item, against each brief’s maximum.

Word count per item vs. brief maximum · run ‘first’

words written brief maximum
Persuasion
2,405
The Secret Garden
2,178
The Sun Also Rises
1,557
Leave It to Psmith
2,666
The Mysterious Affair at Styles
1,831
Red Harvest
1,929
The Awakening
1,632
Dracula
1,741
The War of the Worlds
1,761
The Moonstone
2,380
08001,6002,4003,200
words; the ink tick marks each brief’s maximum

Six of ten items landed inside their brief’s word range.


§ IV

Worst Flaws, as Recorded

Each verdict names the chapter’s single worst flaw, with evidence. Quoted verbatim from run ‘first’.

The bank scene and the widow's confession never connect to each other, so the chapter feels like two separate interviews stapled together just to check boxes, and the widow's account leaves a hole (she says she never reached the body, yet still has something like blood on her shoe with no explanation).

on Red Harvest, item 023 · Claude Sonnet 5

Most of the chapter tells the reader what happened and how Mary felt in flat, generic sentences instead of showing it happening, and there's a confusing moment where the housekeeper calls the manservant by the wrong name, Martha, when he's already been named John.

on The Secret Garden, item 013 · Claude Sonnet 5

After a strong opening, the investigation collapses into a fast summary of interviews rather than scenes we actually watch happen, and the clue Poirot finds is described so vaguely ('a tiny square of paper... a dark stain') that it never feels like a real object.

on The Mysterious Affair at Styles, item 017 · Claude Sonnet 5

The dialogue leans so hard on short one-line question-and-answer exchanges that scenes start to feel like a script exercise rather than people talking, and there's a plain contradiction about whether Jake keeps the envelope or hands it to Georgette.

on The Sun Also Rises, item 021 · Claude Sonnet 5

§ V

The Mechanical Docket

Automated screening results across the ten outputs.