NC Bench
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Run: 2026-09-02-01M1GSFS1HXSQSRYSSXPPV2R1K
Run Details
Model:
Z.AI GLM 5.3 (Reasoning, Max)
Test:
Bad Writing Habits
Scenario:
Literary fiction: old friends reunite
Duration:
18m 46s
Cost:
$0.103315
Provider:
Z.AI
Evaluation summary
Score
Evaluator
Details Link
100.00%
Adverbs in dialogue tags
(details)
96.66%
AI-ism adverb frequency
(details)
60.00%
AI-ism character names
(details)
100.00%
AI-ism location names
(details)
96.66%
AI-ism word frequency
(details)
100.00%
Cliché density
(details)
100.00%
Emotion telling (show vs. tell)
(details)
100.00%
Filter word density
(details)
100.00%
Gibberish response detection
(details)
100.00%
Markdown formatting overuse
(details)
100.00%
Missing dialogue indicators (quotation marks)
(details)
100.00%
Name drop frequency
(details)
100.00%
Narrator intent-glossing
(details)
100.00%
"Not X but Y" pattern overuse
(details)
100.00%
Overuse of "that" (subordinate clause padding)
(details)
100.00%
Paragraph length variance
(details)
98.77%
Passive voice overuse
(details)
100.00%
Past progressive (was/were + -ing) overuse
(details)
100.00%
Em-dash & semicolon overuse
(details)
100.00%
Purple prose (modifier overload)
(details)
100.00%
Repeated phrase echo
(details)
100.00%
Sentence length variance
(details)
82.61%
Sentence opener variety
(details)
0.00%
Adverb-first sentence starts
(details)
97.55%
Pronoun-first sentence starts
(details)
21.22%
Subject-first sentence starts
(details)
0.00%
Subordinate conjunction sentence starts
(details)
100.00%
Technical jargon density
(details)
100.00%
Useless dialogue additions
(details)
100.00%
Dialogue tag variety (said vs. fancy)
(details)
88.4491%
Overall
Model input
System
You are an expert and award-winning novel writer in the dark Literary Fiction genre. Your readers are hooked on your stories and can't wait to read the book you have in store. <important> - MUST: Start each chapter in medias res (in the middle of action). AVOID talking about the weather, time of day, the position of the sun, or other boring stuff. - The instructions/summary are just a that, a summary. Feel free to add details, stretch sections and add interesting transitions/descriptions/fillers. - When called for it, have fast-paced action, but otherwise take things slow. This is an experience, and not for people with short attention spans. Enjoy the wine, not slurp Red Bull. - Add descriptions when transitioning places/times/etc, or when coming by new places (e.g. a corner shop, a cafe, etc.). But remember: NOT at the start or end of a chapter. - MUST: AVOID ending in internal monologue, reminiscing or waiting for the next day. A good chapter end is when we're ending right when shit hits the fan. We want to have the reader be excited for what comes next. So no reminiscing, contemplating or summarizing the day. It's popcorn time! </important>
User/Human
Take into account the following glossary of characters/locations/items/lore... when writing your response: <codex> <character id="4412" name="Aurora Carter" aliases="Rory, Laila, Aurora, Carter, Malphora" pronouns="she/her" species="Human" storyRole="Protagonist"> <eyeColor>bright blue</eyeColor> <hair>straight shoulder-length black</hair> <height>5'6"</height> <age>25</age> <scar>small crescent-shaped scar on her left wrist from a childhood accident</scar> <description>Aurora, referred to by her friends as Rory, is cool-headed, intelligent, and known for quick out-of-the-box thinking.</description> <backstory>Born in Cardiff to an Irish barrister father (Brendan Carter) and Welsh teacher mother (Jennifer Carter née Ellis), Rory reluctantly pursued Pre-Law at Cardiff University. She fled to London at the behest of her childhood friend Eva after leaving an abusive ex named Evan. By day, Rory works part-time as a delivery person for Yu-Fei Cheung's Golden Empress restaurant. She lives in a flat above Silas' bar.</backstory> </character> <character id="4413" name="Silas Blackwood" aliases="Silas, Si, the Spymaster" pronouns="he/him" species="Human" storyRole="Mentor"> <eyeColor>hazel</eyeColor> <hair>grey-streaked auburn</hair> <height>6'1"</height> <age>58</age> <beard>neatly trimmed, matching his grey-streaked auburn hair</beard> <limp>slight limp in his left leg from an old knee injury</limp> <signetRing>silver signet ring, always worn on his right hand</signetRing> <description>Silas is a retired intelligence operative turned bar owner. He carries himself with quiet authority.</description> <backstory>Former MI6 field agent who retired after a botched operation in Prague left him with a permanent knee injury. He opened "The Raven's Nest" bar in Soho as a front for his network of contacts.</backstory> </character> <location id="854" name="The Raven's Nest" aliases="the Nest, Raven, Silas' bar" realm="Earth"> <signColor>distinctive green neon sign above the entrance</signColor> <secretRoom>hidden back room accessible through a bookshelf, used for clandestine meetings</secretRoom> <description>A dimly lit bar in Soho, London. The walls are covered with old maps and black-and-white photographs.</description> </location> </codex> <proseGuidelines> <styleGuide> - Write in past tense and use British English spelling and grammar - Keep a Flesch reading ease score of 60 - Respect the the Royal Order of Adjectives: The order is: opinion, size, age, shape, color, origin, material, purpose, followed by the noun itself (e.g., "a lovely little old rectangular green French silver whittling knife") - Respect the ablaut reduplication rule (e.g. tick-tock, flip-flop) - Write in active voice - Passive voice: <bad>The book was read by Sarah.</bad> - Active voice: <good>Sarah read the book.</good> - Reduce the use of passive verbs - <bad>For a moment, I was tempted to throw in the towel.</bad> - <good>For a moment, I felt tempted to throw in the towel.</good> - Avoid misplaced modifiers that can cause confusion when starting with "-ing" words: - <bad>Considering going to the store, the empty fridge reflected in Betty's eyes.</bad> - <good>Betty stared into the empty fridge. It was time to go to the store.</good> - Avoid redundant adverbs that state the obvious meaning already contained in the verb: - <bad>She whispered quietly to her mom.</bad> - <good>She whispered to her mom.</good> - Use stronger, more descriptive verbs over weak ones: - <bad>Daniel drove quickly to his mother's house.</bad> - <good>Daniel raced to his mother's house.</good> - Omit adverbs that don't add solid meaning like "extremely", "definitely", "truly", "very", "really": - <bad>The movie was extremely boring.</bad> - <good>The movie was dull.</good> - Use adverbs to replace clunky phrasing when they increase clarity: - <bad>He threw the bags into the corner in a rough manner.</bad> - <good>He threw the bags into the corner roughly.</good> - Avoid making simple thoughts needlessly complex: - <bad>After I woke up in the morning the other day, I went downstairs, turned on the stove, and made myself a very good omelet.</bad> - <good>I cooked a delicious omelet for breakfast yesterday morning.</good> - Never backload sentences by putting the main idea at the end: - <bad>I decided not to wear too many layers because it's really hot outside.</bad> - <good>It's sweltering outside today, so I dressed light.</good> - Omit nonessential details that don't contribute to the core meaning: - <bad>It doesn't matter what kind of coffee I buy, where it's from, or if it's organic or not—I need to have cream because I really don't like how the bitterness makes me feel.</bad> - <good>I add cream to my coffee because the bitter taste makes me feel unwell.</good> - Always follow the "show, don't tell" principle. For instance: - Telling: <bad>Michael was terribly afraid of the dark.</bad> - Showing: <good>Michael tensed as his mother switched off the light and left the room.</good>- Telling: <bad>I walked through the forest. It was already Fall, and I was getting cold.</bad> - Showing: <good>Dry orange leaves crunched under my feet. I pulled my coat's collar up and rubbed my hands together.</good>- Add sensory details (sight, smell, taste, sound, touch) to support the "showing" (but keep an active voice) - <bad>The room was filled with the scent of copper.</bad> - <good>Copper stung my nostrils. Blood. Recent.</good> - Use descriptive language more sporadically. While vivid descriptions are engaging, human writers often use them in bursts rather than consistently throughout a piece. When adding them, make them count! Like when we transition from one location to the next, or someone is reminiscing their past, or explaining a concept/their dream... - Avoid adverbs and clichés and overused/commonly used phrases. Aim for fresh and original descriptions. - Avoid writing all sentences in the typical subject, verb, object structure. Mix short, punchy sentences with long, descriptive ones. Drop fill words to add variety. Like so: <good>Locked. Seems like someone doesn't want his secrets exposed. I can work with that.</good> - Convey events and story through dialogue. It is important to keep a unique voice for every character and make it consistent. - Write dialogue that reveals characters' personalities, motivations, emotions, and attitudes in an interesting and compelling manner - Leave dialogue unattributed. If needed, only use "he/she said" dialogue tags and convey people's actions or face expressions through their speech. Dialogue always is standalone, never part of a paragraph. Like so: - <bad>"I don't know," Helena said nonchalantly, shrugging her shoulders</bad> - <good>"No idea" "Why not? It was your responsibility"</good> - Avoid boring and mushy dialog and descriptions, have dialogue always continue the action, never stall or include unnecessary fluff. Vary the descriptions to not repeat yourself. Avoid conversations that are just "Let's go" "yes, let's" or "Are you ready?" "Yes I'm ready". Those are not interesting. Think hard about every situtation and word of text before writing dialogue. If it doesn't serve a purpose and it's just people talking about their day, leave it. No one wants to have a normal dinner scene, something needs to happen for it to be in the story. Words are expensive to print, so make sure they count! - Put dialogue on its own paragraph to separate scene and action. - Use body language to reveal hidden feelings and implied accusations- Imply feelings and thoughts, never state them directly - NEVER use indicators of uncertainty like "trying" or "maybe" - NEVER use em-dashes, use commas for asides instead </styleGuide> <voiceGuide> Each character in the story needs to have distinct speech patterns: - Word choice preferences - Sentence length tendencies - Cultural/educational influences - Verbal tics and catchphrases Learn how each person talks and continue in their style, and use their Codex entries as reference. <examples> - <bad>"We need to go now." "Yes, we should leave." "I agree."</bad> <good>"Time's up." "Indeed, our departure is rather overdue." "Whatever, let's bounce."</good> - Power Dynamic Example: <bad> "We need to discuss the contract." "Yes, let's talk about it." "I have concerns." </bad> <good> "A word about the contract." "Of course, Mr. Blackwood. Whatever you need." "The terms seem..." A manicured nail tapped the desk. "Inadequate." "I can explain every-" "Can you?" </good> </examples> </voiceGuide> <dialogueFlow> When writing dialogue, consider that it usually has a goal in mind, which gives it a certain flow. Make dialogue sections also quite snappy in the back and forth, and don't spread the lines out as much. It's good to have details before, after, or as a chunk in-between, but we don't want to have a trail of "dialogue breadcrumbs" spread throughout a conversation. <examples> - Pattern 1 - Question/Deflection/Revelation: <good> "Where were you last night?" "Work. The usual." "Lipstick's an interesting shade for spreadsheets." </good> - Pattern 2 - Statement/Contradiction/Escalation: <good> "Your brother's clean." "Tommy doesn't touch drugs." "I'm holding his tox screen." </good> - Pattern 3 - Observation/Denial/Truth: <good> "That's a new watch." "Birthday gift." "We both know what birthdays mean in this business." </good> - Example - A Simple Coffee Order: <bad> "I'll have a coffee." "What size?" "Large, please." </bad> <good> "Black coffee.""Size?""Large. Been a long night." "That bodega shooting?" "You watch too much news." "My brother owns that store." </good> This short exchange: - Advances plot (reveals connection to crime) - Shows character (cop working late) - Creates tension (unexpected connection) - Sets up future conflict (personal stake) - Example - Dinner Scene: <bad> "Pass the salt." "Here you go." "Thanks." </bad> <good> "Salt?" "Perfect as is. Mother's recipe." "Mother always did prefer... bland things." "Unlike your first wife?" </good> - Example - Office Small Talk: <bad> "Nice weather today." "Yes, very nice." "Good for golf." </bad> <good> "Perfect golf weather." "Shame about your membership." "Temporary suspension. Board meets next week." "I know. I called the vote." </good> </examples> </dialogueFlow> <subtextGuide> - Layer dialogue with hidden meaning: <bad>"I hate you!" she yelled angrily.</bad> <good>"I made your favorite dinner." The burnt pot sat accusingly on the stove.</good> - Create tension through indirect communication: <bad>"Are you cheating on me?"</bad> <good>"Late meeting again?" The lipstick stain on his collar caught the light.</good> <examples> - Example 1 - Unspoken Betrayal: <bad> "Did you tell them about our plans?" "No, I would never betray you." "I don't believe you." </bad> <good> "Funny. Johnson mentioned our expansion plans today." "The market's full of rumors." "Mentioned the exact numbers, actually." The pen in his hand snapped. </good> - Example 2 - Failed Marriage: <bad> "You're never home anymore." "I have to work late." "I miss you." </bad> <good> "Your dinner's in the microwave. Again." "Meetings ran long." "They always do." She folded the same shirt for the third time. </good> - Example 3 - Power Struggle: <bad> "You can't fire me." "I'm the boss." "I'll fight this." </bad> <good> "That's my father's nameplate you're sitting behind." "Was." "The board meeting's on Thursday." </good> </examples> </subtextGuide> <sceneDetail> While writing dialogue makes things more fun, sometimes we need to add detail to not have it be a full on theatre piece. <examples> - Example A (Power Dynamic Scene) <good> "Where's my money?" The ledger snapped shut. "I need more time." "Interesting." He pulled out a familiar gold pocket watch. My mother's. "Time is exactly what you bargained with last month." "That was different-" "Was it?" The watch dangled between us. "Four generations of O'Reillys have wound this every night. Your mother. Your grandmother. Your great-grandmother.Shall we see who winds it next?" </good> - Example B (Action Chase) It's much better to be in the head of the character experiencing it, showing a bit of their though-process, mannerisms and personality: <good> Three rules for surviving a goblin chase in Covent Garden: Don't run straight. Don't look back. Don't let them herd you underground. I broke the first rule at Drury Lane. Rookie mistake. The fruit cart I dodged sailed into the wall behind me. Glass shattered. Someone screamed about insurance. *Tourist season's getting rough*, the scream seemed to say. Londoners adapt fast. "Oi! Market's closed!" The goblin's accent was pure East End. They're evolving. Learning. I spotted the Warren Street tube station sign ahead. *Shit.* There went rule three. </good> - Example C (Crime Scene Investigation) <good> "Greek." Davies snapped photos of the symbols. "No, wait. Reverse Greek." "Someone's been watching too many horror films." I picked up a receipt from the floor. Occult supply shop in Camden. Paid by credit card. *Amateur hour*. "Could be dangerous though," Davies said. "Remember Bristol?" "Bristol was Sanskrit. And actual cultists." I pointed to the nearest symbol. "This genius wrote 'darkness' backwards but used a Sigma instead of an S. It's summoning Instagram followers at best." "Speaking of followers..." Davies pointed to heavy foot traffic in the dust. Multiple sets. All new trainers. *Ah.* "Anyone check local uni paranormal societies?" </good> - Example D (Dialogue-heavy) <good> "Found your card in her wallet." The detective slid it across the table. Worn edges. Folded corner. Three years old at least. "Standard practice. I work missing persons." "Funny thing about missing persons.Eventually they stop being missing. Turn up in the Thames. Under motorways. In pieces." "I don't-" "You found four last year. All breathing." She opened a file. "This would've been your first dead one. If we hadn't found her first." The card felt heavier somehow. </good> </examples> </sceneDetail> <sceneOpenings> KEY RULE: Never open with more than one paragraph of description, no matter how beautiful. Description should be earned through action and dialogue. Instead of opening with setting description, open with: - A character doing something specific - A line of dialogue that raises questions - An unexpected observation - A moment of tension or conflict - Start with a hook that's 1-2 sentences maximum - Follow with a smaller paragraph that provides immediate context - Vary paragraph size from the start to create visual interest </sceneOpenings> </proseGuidelines> Write a chapter based on the following instructions: <instructions> Write a fully fleshed out scene of at least 1000 words in the literary fiction genre. Two old friends who haven't seen each other in years run into each other unexpectedly at a bar. One of them has changed significantly. Through their conversation and the tension between who they were and who they've become, reveal the weight of time and unspoken regret. Use the codex entries above as your world reference for characters and setting. Only include the prose of the scene without any markdown or commentary. </instructions>
Model response
Messages
Meta
AI
The bell above the door
rang, and Rory looked up from the jammed till with a fistful of twenty-pence pieces. "Aurora."
The man in the doorway
said her name the way you test ice.
He stood with the street's
damp still on his shoulders, one hand on the handle, and it took her a full second to fit the razored face onto the rugby boy she'd known. "Ioan Pryce." "In the flesh. Less of it than you remember, I'm told."
She came out from behind
the bar and they did the thing old friends do, a handshake that turned into half a hug and couldn't find its ending.
He smelled of other people's
cigarettes and a long day inside a good suit.
The Nest was quiet for
a Thursday. Two regulars argued about snooker in the corner, the fridges hummed, and the green sign bled on the window every time a bus went past. Behind the bar, behind a bookshelf Silas believed she hadn't clocked, a phone rang twice and stopped. "You're behind a bar." "I'm in front of one, briefly. The till and I are having a disagreement." "Who's winning?" "Undecided. It's holding my change hostage." His eyes went past her, to the red jacket hooked on the end of the bar, GOLDEN EMPRESS stitched across the back in gold. "You deliver food." "I'm a logistics executive for the finest dim sum in W1. Cash tips, free supper, and the boss calls me family, which in catering is either lovely or a red flag." "Which is it?" "Both. Anyway. Law. Did the wig ever happen, are you terrorising judges yet?"
The bookshelf behind the optics
swung open and Silas came through the gap, favouring the left knee, a phone vanishing into his waistcoat.
He took Ioan in the
way he took everyone, shoes first, then hands, then the space a man chose to stand in. "Friend of yours, Carter?" "Ioan Pryce. We read law together in Cardiff. Si owns everything you can see, including the till I'm losing to." "Silas." "Ioan. Lovely place." "It's adequate. What'll it be?" "Talisker. Double, if that's all right." "A celebration or a wound?" "Leaving do." "Whose?" "Mine." "Wound it is."
Silas poured the malt himself
and carried it across once they'd settled into the booth beneath the photographs.
The frames held men in
heavy old suits squinting into hot foreign suns, and above them hung a map of Prague with borders gone soft as bread. Green light off the sign crept up the wall when the traffic allowed. Up close, the changes kept coming.
Cardiff Ioan had filled doorframes
and laughed from the floor of his chest.
This one had a jaw
gone sharp under two days of stubble, and a coat folded on the bench beside him like a shed skin.
A band of paler skin
sat on his ring finger where a ring had lived.
Rory's eyes found it, and
she let it keep its secrets. "Chambers drinks, over on Wardour Street," he said. "A leaving do. I left early." "You don't leave early. You once stayed to the end of a trusts seminar. Voluntarily. You kept taking notes after the lecturer gave up." "The leaving do was mine."
The snooker argument surged and
died in the corner.
Rory turned her glass a
quarter turn, mirroring him without meaning to. "Ah." "Yes. Ah. Eighteen months of pupillage, and they sent me off with a card everyone signed in the same pen." "What happened?" "There was a shuffle over a case, and when the music stopped, there was no chair. The official letter used the word 'fit'. As in, not one." "You'd have taken
silk
by forty. That was the plan. You used to say it in the library the way other people said goodnight." For three years they had shared a desk lamp in the arts and social studies library, arguing duty of care into the small hours, splitting chips on the walk back to Cathays while the seagulls owned the rooftops.
He'd believed in the law
the way other people believed in weather.
She'd believed in it because
her father did, which amounted to believing in the furniture. "And you were going to be so good they'd save the ugly cases for you, just to keep the scales level."
He smiled with a third
of his face. "Funny. You left, and everyone said you'd thrown it away. I stayed, did every bit of it on schedule, and the schedule walked me to a leaving do with one pen." "I didn't throw it away." "I know that now. I didn't then." The malt sat between them, smelling of iodine and bonfires. Neither of them drank. "You used to talk with your hands," he said. "All of Cathays could follow the case law from the gestures. Now you keep them wrapped around glasses like they'll be confiscated." "Occupational hazard. I carry hot things for a living."
His gaze dropped to her
left wrist, to the small crescent scar she'd carried since she was nine, and for a moment the lawyer drained out of his face. Whatever he'd
started to
say, he filed it. "Sian's in Bristol," he said. "Family law, two kids, a dog that hates her.
Marcus
does shipping claims in Singapore and reports it like war correspondence." "Eva found me my flat when I got here. She's still finding people things. It's her ministry." "I ran into her once. Covent Garden, three years back. I asked after you, and she looked at me like I'd asked to borrow her passport." "Good." "Is it?" "Best thing anyone's done for me in years." The snooker regulars gave up and paid. Silas wiped down their corner without hurrying, and the maps and photographs watched everyone equally, dead diplomats and unnamed harbours. "The last time I saw you was Cathays.
Sarah
's twenty-second. You and Evan against me and Sian on the quiz, and you robbed us on the rugby round." "He wrote the rugby questions for the landlord. He liked being the house." Ioan looked at her then, the way you reread a sentence that has changed its meaning. "How is he?"
she asked, because somebody had
to. The glass stopped mid-turn. "He instructs the chambers. Instructed. Claimant work out of Cardiff. He'd send us the sad and the broken and take his cut like a toll booth." Ioan drank, finally, a quarter of the double in one pull. "There was a drinks thing at the Inn in March. Warm white wine, badges, the usual furniture. He found me by the window. He did the sad voice. 'Poor Aurora. The pressure swallowed her whole.' And the awful thing, the thing I can't put down, is that I nodded. Everyone nodded. It was easier to grieve you than to phone you." Rory
knew that voice
.
She'd left a whole city
to stop hearing it, and it had followed her here anyway, riding in an old friend's mouth. "Four words, Ioan. Any of you. 'Are you all right?' Four." "I know. I drafted them every birthday. Got as far as your name in my phone, and then his voice would answer for you, patient and heartbroken, and I'd put the phone down and feel sick for a year." "My dad's landline." "I rang it that first Christmas. He said you were in London, finding yourself. It came out like he'd been told what to say." "You can ask me now." "Are you all right?" "I'm vertical. I'm solvent, ish. There's a lock on my door and a landlord who notices things. In my league, that's a trophy season." "That's not the same thing." "No. But the drinks are cheap." Silas refilled the malt and took away a glass still a third full.
He set down a fresh
coaster without
being asked
, then studied the map above their booth. "Prague," he said. "Before they renamed half the streets. People always look at that one." "I was miles away." "Most people are. That's the business model." He withdrew to the bar. Ioan watched him go, then leaned across the table, and his voice came down to a size made for confession. "The window, in March. I've played it back a hundred times on the train, and I can't make it be nothing." "Make what be nothing?" "He never asked whether I'd seen you. Not whether you were well. Not where you were living."
He turned the glass a
quarter turn, and another quarter, until the emblem faced her. "He asked where you drink." The green sign buzzed against the glass. Rory looked past her own reflection to the street. A man stood beside the shuttered newsagent opposite, collar up, holding nothing, doing nothing at all. A thin rain had started, and it moved everyone on the pavement except him. At the bar, Silas stopped polishing.
His hand slid beneath the
counter and stayed there. "Finish your drinks," he said. "Slowly."
The bell above the door
rang.
created_at
"2026-09-02T10:08:59.454Z"
9/2/2026, 10:08:59 AM
model
"z-ai/glm-5.3-20260816"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
11480
moderation_latency
(null)
generation_time
1126099
tokens_prompt
4445
tokens_completion
24559
native_tokens_prompt
4207
native_tokens_completion
23220
native_tokens_completion_images
(null)
native_tokens_reasoning
21267
native_tokens_cached
4160
num_media_prompt
(null)
num_input_audio_prompt
(null)
num_media_completion
0
num_search_results
(null)
num_fetches
(null)
web_search_engine
(null)
origin
"https://ncbench.com/"
is_byok
false
finish_reason
"stop"
native_finish_reason
"stop"
service_tier
(null)
usage
0.1033154
router
(null)
user_agent
"langchainjs-openai/1.0.0 ((node/v24.19.0; linux; x64))"
http_referer
(null)
request_id
"req-1788343739-bMaNKo4y8KiwDutTb9yU"
session_id
(null)
preset_id
(null)
api_type
"completions"
id
"gen-1788343739-OvIDvCYYBw1Ju1V4hPRC"
upstream_id
"20260902180859fe627cb780db4617"
provider_responses
0
endpoint_id
"db975786-e7f6-4838-9e56-3e0b77f1bdc2"
id
"20260902180859fe627cb780db4617"
is_byok
false
latency
11480
model_permaslug
"z-ai/glm-5.3-20260816"
provider_name
"Z.AI"
status
200
total_cost
0.1033154
cache_discount
0.0047424
upstream_inference_cost
0
provider_name
"Z.AI"
response_cache_source_id
(null)
data_region
"global"
workspace_id
"97e315e5-d303-487d-83c1-83180e8a13d4"
Evaluation details
Result
Evaluator
Details
Meta Data
100.00%
Adverbs in dialogue tags
Target: ≤10% dialogue tags with adverbs
totalTags
8
adverbTagCount
1
adverbTags
0
"Ioan drank finally [finally]"
dialogueSentences
69
tagDensity
0.116
leniency
0.232
rawRatio
0.125
effectiveRatio
0.029
96.66%
AI-ism adverb frequency
Target: <2% AI-ism adverbs (58 tracked)
wordCount
1498
totalAiIsmAdverbs
1
found
0
adverb
"slowly"
count
1
highlights
0
"slowly"
60.00%
AI-ism character names
Target: 0 AI-default names (16 tracked, −20% each)
codexExemptions
0
"Blackwood"
found
0
"Marcus"
1
"Sarah"
100.00%
AI-ism location names
Target: 0 AI-default location names (33 tracked, −20% each)
codexExemptions
(empty)
found
(empty)
96.66%
AI-ism word frequency
Target: <2% AI-ism words (290 tracked)
wordCount
1498
totalAiIsms
1
found
0
word
"silk"
count
1
highlights
0
"silk"
100.00%
Cliché density
Target: ≤1 cliche(s) per 800-word window
totalCliches
0
maxInWindow
0
found
(empty)
highlights
(empty)
100.00%
Emotion telling (show vs. tell)
Target: ≤3% sentences with emotion telling
emotionTells
0
narrationSentences
54
matches
(empty)
100.00%
Filter word density
Target: ≤3% sentences with filter/hedge words
filterCount
0
hedgeCount
1
narrationSentences
54
filterMatches
(empty)
hedgeMatches
0
"started to"
100.00%
Gibberish response detection
Target: ≤1% gibberish-like sentences (hard fail if a sentence exceeds 800 words)
analyzedSentences
115
gibberishSentences
0
adjustedGibberishSentences
0
longSentenceCount
0
runOnParagraphCount
0
giantParagraphCount
0
wordSaladCount
0
repetitionLoopCount
0
controlTokenCount
0
repeatedSegmentCount
0
maxSentenceWordsSeen
61
ratio
0
matches
(empty)
100.00%
Markdown formatting overuse
Target: ≤5% words in markdown formatting
markdownSpans
0
markdownWords
0
totalWords
1498
ratio
0
matches
(empty)
100.00%
Missing dialogue indicators (quotation marks)
Target: ≤10% speech attributions without quotation marks
totalAttributions
20
unquotedAttributions
0
matches
(empty)
100.00%
Name drop frequency
Target: ≤1.0 per-name mentions per 100 words
totalMentions
20
wordCount
735
uniqueNames
7
maxNameDensity
0.82
worstName
"Silas"
maxWindowNameDensity
1.5
worstWindowName
"Silas"
discoveredNames
Rory
5
Nest
1
Thursday
1
Silas
6
Ioan
5
Prague
1
Cathays
1
persons
0
"Rory"
1
"Silas"
2
"Ioan"
places
0
"Prague"
1
"Cathays"
globalScore
1
windowScore
1
100.00%
Narrator intent-glossing
Target: ≤2% narration sentences with intent-glossing patterns
analyzedSentences
45
glossingSentenceCount
0
matches
(empty)
100.00%
"Not X but Y" pattern overuse
Target: ≤1 "not X but Y" per 1000 words
totalMatches
0
per1kWords
0
wordCount
1498
matches
(empty)
100.00%
Overuse of "that" (subordinate clause padding)
Target: ≤2% sentences with "that" clauses
thatCount
1
totalSentences
115
matches
0
"knew that voice"
100.00%
Paragraph length variance
Target: CV ≥0.5 for paragraph word counts
totalParagraphs
84
mean
17.83
std
18.4
cv
1.032
sampleLengths
0
20
1
1
2
46
3
2
4
11
5
42
6
49
7
4
8
14
9
2
10
6
11
24
12
3
13
31
14
3
15
13
16
45
17
4
18
20
19
1
20
3
21
5
22
6
23
5
24
2
25
1
26
1
27
3
28
58
29
70
30
14
31
24
32
5
33
21
34
1
35
20
36
2
37
27
38
24
39
65
40
60
41
5
42
7
43
14
44
31
45
9
46
37
47
26
48
17
49
26
98.77%
Passive voice overuse
Target: ≤2% passive sentences
passiveCount
1
totalSentences
54
matches
0
"being asked"
100.00%
Past progressive (was/were + -ing) overuse
Target: ≤2% past progressive verbs
pastProgressiveCount
0
totalVerbs
137
matches
(empty)
100.00%
Em-dash & semicolon overuse
Target: ≤2% sentences with em-dashes/semicolons
emDashCount
0
semicolonCount
0
flaggedSentences
0
totalSentences
115
ratio
0
matches
(empty)
100.00%
Purple prose (modifier overload)
Target: <4% adverbs, <2% -ly adverbs, no adj stacking
wordCount
737
adjectiveStacks
0
stackExamples
(empty)
adverbCount
11
adverbRatio
0.014925373134328358
lyAdverbCount
2
lyAdverbRatio
0.0027137042062415195
100.00%
Repeated phrase echo
Target: ≤20% sentences with echoes (window: 2)
totalSentences
115
echoCount
0
echoWords
(empty)
100.00%
Sentence length variance
Target: CV ≥0.4 for sentence word counts
totalSentences
115
mean
13.03
std
10.51
cv
0.807
sampleLengths
0
20
1
1
2
13
3
33
4
2
5
11
6
28
7
14
8
7
9
25
10
17
11
4
12
14
13
2
14
6
15
24
16
3
17
31
18
3
19
13
20
23
21
22
22
4
23
20
24
1
25
3
26
5
27
6
28
5
29
2
30
1
31
1
32
3
33
18
34
27
35
13
36
6
37
13
38
25
39
15
40
11
41
8
42
6
43
24
44
5
45
9
46
12
47
1
48
20
49
2
82.61%
Sentence opener variety
Target: ≥60% unique sentence openers
consecutiveRepeats
5
diversityRatio
0.5217391304347826
totalSentences
115
uniqueOpeners
60
0.00%
Adverb-first sentence starts
Target: ≥3% sentences starting with an adverb
adverbCount
0
totalSentences
49
matches
(empty)
ratio
0
97.55%
Pronoun-first sentence starts
Target: ≤30% sentences starting with a pronoun
pronounCount
15
totalSentences
49
matches
0
"He stood with the street's"
1
"She came out from behind"
2
"He smelled of other people's"
3
"His eyes went past her,"
4
"He took Ioan in the"
5
"He'd believed in the law"
6
"She'd believed in it because"
7
"He smiled with a third"
8
"His gaze dropped to her"
9
"she asked, because somebody had"
10
"She'd left a whole city"
11
"He set down a fresh"
12
"He withdrew to the bar."
13
"He turned the glass a"
14
"His hand slid beneath the"
ratio
0.306
21.22%
Subject-first sentence starts
Target: ≤72% sentences starting with a subject
subjectCount
43
totalSentences
49
matches
0
"The bell above the door"
1
"The man in the doorway"
2
"He stood with the street's"
3
"She came out from behind"
4
"He smelled of other people's"
5
"The Nest was quiet for"
6
"His eyes went past her,"
7
"The bookshelf behind the optics"
8
"He took Ioan in the"
9
"Silas poured the malt himself"
10
"The frames held men in"
11
"Cardiff Ioan had filled doorframes"
12
"This one had a jaw"
13
"A band of paler skin"
14
"Rory's eyes found it, and"
15
"The snooker argument surged and"
16
"Rory turned her glass a"
17
"He'd believed in the law"
18
"She'd believed in it because"
19
"He smiled with a third"
ratio
0.878
0.00%
Subordinate conjunction sentence starts
Target: ≥2% sentences starting with a subordinating conjunction
subConjCount
0
totalSentences
49
matches
(empty)
ratio
0
100.00%
Technical jargon density
Target: ≤6% sentences with technical-jargon patterns
analyzedSentences
32
technicalSentenceCount
1
matches
0
"Ioan looked at her then, the way you reread a sentence that has changed its meaning."
100.00%
Useless dialogue additions
Target: ≤5% dialogue tags with trailing filler fragments
totalTags
8
uselessAdditionCount
0
matches
(empty)
100.00%
Dialogue tag variety (said vs. fancy)
Target: ≤10% fancy dialogue tags
totalTags
6
fancyCount
0
fancyTags
(empty)
dialogueSentences
69
tagDensity
0.087
leniency
0.174
rawRatio
0
effectiveRatio
0
88.4491%