Run: 2026-02-21-01KJ10VBKG7FGYBAAYCWDGZJ0K

Run Details

Model:: Llama 3.1 8B
Test:: Codex Red Herring (False Positive Detection)
Scenario:: Long text (~1594 words), big codex (51 entries)
Duration:: 19.0s
Cost:: $0.000422
Provider:: Nebius

Evaluation summary

Score	Evaluator	Details Link
50.00%	Correct "no violations" response	(details)
6.25%	No hallucinated violations	(details)
28.1250%	Overall

Model input

System

You are a meticulous continuity editor for a fiction project. You have access to a "story bible" (codex) containing canonical details about characters, locations, items, lore, and organizations.

Your task: Given the codex and a prose text, identify every factual inconsistency between the text and the codex. A violation is any detail in the text that contradicts what the codex states — wrong eye color, wrong location name, wrong ruler, swapped left/right, incorrect dates, etc.

Be thorough. Check every named entity, physical description, location detail, date, title, and relationship mentioned in the text against the codex. Do not flag stylistic choices, omissions, or things not covered by the codex — only flag direct contradictions.

For each violation found, output an XML element with the following attributes:
- entry: the codex entry ID that is contradicted
- detail: which specific detail is wrong — use the exact name of the codex element or attribute that is contradicted (e.g. "eyeColor", "species", "ruler", "material")
- paragraph: the 1-indexed paragraph number containing the violation
- substring: the exact substring from the text that contains the violation

The element body should contain a brief explanation of the contradiction.

Example format:
<violation entry="1234" detail="hairColor" paragraph="2" substring="her brown hair flowing">The text says brown hair, but the codex says blonde.</violation>

If you find no violations, output: <violations-none/>

Output ONLY the violation XML elements. Do not include any other text, preamble, or explanation outside the XML.

User/Human

<codex>
<character id="100" name="Torben Reikhart" aliases="Stray">
  <gender>Male</gender>
  <eyeColor>Green</eyeColor>
  <hairColor>Silver</hairColor>
</character>

<character id="101" name="Sable Dunmore">
  <species>Human</species>
  <gender>Female</gender>
  <age>28</age>
  <eyeColor>Brown</eyeColor>
  <hairColor>Auburn</hairColor>
</character>

<character id="102" name="Old Rivka">
  <gender>Female</gender>
</character>

<character id="103" name="Petal Dunmore">
  <gender>Female</gender>
</character>

<character id="104" name="Jurren Dunmore">
  <gender>Male</gender>
</character>

<character id="111" name="Grunn Tetch" aliases="Old Tetch">
  <species>Dwarf</species>
  <gender>Male</gender>
  <eyeColor>Amber</eyeColor>
  <hairColor>Gray</hairColor>
</character>

<character id="112" name="Dol Tetch">
  <gender>Male</gender>
</character>

<character id="113" name="Amma">
  <gender>Female</gender>
</character>

<character id="124" name="Iselda Moth">
  <gender>Female</gender>
  <eyeColor>Violet</eyeColor>
  <hairColor>White</hairColor>
</character>

<character id="125" name="Brother Hemmen" aliases="the Eyeless">
  <species>Human</species>
  <gender>Male</gender>
  <hairColor>White</hairColor>
</character>

<character id="136" name="Osrik Pallengrave" aliases="the Pale">
  <species>Tiefling</species>
  <gender>Male</gender>
  <eyeColor>Red</eyeColor>
  <hairColor>Black</hairColor>
</character>

<character id="137" name="Queen Veredine" aliases="Veredine the Undying">
  <species>Elf</species>
  <gender>Female</gender>
</character>

<character id="138" name="Wren Hessik">
  <gender>Female</gender>
</character>

<character id="139" name="Captain Mettik">
  <species>Human</species>
  <gender>Male</gender>
</character>

<character id="114" name="Mettik"/>

<location id="105" name="The Rusty Lantern"/>

<location id="106" name="Dunmore">
  <terrain>Coastal</terrain>
</location>

<location id="115" name="The Thornveil" aliases="the Veil">
  <terrain>Forest</terrain>
  <climate>Temperate</climate>
</location>

<location id="116" name="Kettlebridge"/>

<location id="117" name="Port Gessik"/>

<location id="126" name="The Hollow"/>

<location id="127" name="The Fathom Stair"/>

<location id="128" name="Moth Hall"/>

<location id="140" name="The Spire of Echoes">
  <terrain>Mountain</terrain>
</location>

<location id="141" name="The Sanctum"/>

<location id="142" name="Hatchwell"/>

<item id="107" name="Kindling">
  <material>Dark iron</material>
  <objectType>Weapon</objectType>
  <power>Fire</power>
</item>

<item id="108" name="Petal's Locket">
  <material>Silver</material>
  <objectType>Jewelry</objectType>
</item>

<item id="118" name="Burden">
  <material>Bone and iron</material>
  <objectType>Weapon</objectType>
  <power>Light</power>
</item>

<item id="119" name="The Little Stoneman">
  <material>Soapstone</material>
</item>

<item id="120" name="Amma's Ring" aliases="Silver Ring, Silver Band">
  <material>Silver</material>
  <objectType>Jewelry</objectType>
</item>

<item id="129" name="The Pale Compass">
  <material>Brass</material>
</item>

<item id="130" name="The Verity Beads">
  <material>Bone</material>
</item>

<item id="131" name="The Unfinished Hymnal">
  <material>Vellum</material>
</item>

<item id="143" name="Harrowglass" aliases="the Hungering Edge">
  <material>Obsidian</material>
  <objectType>Weapon</objectType>
  <power>Void</power>
</item>

<item id="144" name="The Warden's Mail">
  <material>Silver chain</material>
  <objectType>Armor</objectType>
  <power>Light</power>
</item>

<item id="145" name="Nightbell">
  <material>Bronze</material>
</item>

<lore id="109" name="The Felling">
  <timePeriod>Two centuries ago</timePeriod>
  <category>War</category>
</lore>

<lore id="110" name="The Kindling Rite">
  <category>Tradition</category>
</lore>

<lore id="121" name="The Thornborn"/>

<lore id="122" name="Root-tongue">
  <category>Language</category>
</lore>

<lore id="123" name="Greenveil">
  <category>Tradition</category>
</lore>

<lore id="132" name="The Binding of Reshkai">
  <timePeriod>The First Age</timePeriod>
  <category>Magic</category>
</lore>

<lore id="133" name="The Order of the Closed Eye">
  <category>Religion</category>
</lore>

<lore id="134" name="The Ashfall"/>

<lore id="135" name="The First Age">
  <category>History</category>
</lore>

<lore id="146" name="The Riven War">
  <timePeriod>A thousand years before the Felling</timePeriod>
  <category>War</category>
</lore>

<lore id="147" name="The Watcher's Prophecy">
  <category>Prophecy</category>
</lore>

<lore id="148" name="The Tithe of Echoes">
  <category>Tradition</category>
</lore>

<lore id="149" name="The Pallid Host"/>
</codex>

<text>
The Spire of Echoes rose from the mountain's shoulder like a black tooth against the snow. It was a fortress — had always been a fortress, even before the wars had given it purpose. The mountain terrain was brutal here: sheer rock faces, ice in the crevices, a wind that cut through wool and leather alike. Frost coated every surface. The stone was dark and slick with it. Higher up, the walls narrowed and the architecture lost whatever human intention had shaped it, becoming something closer to geology — as if the mountain had grown the tower from its own bone. Birds didn't nest here. Nothing lived on these upper slopes that didn't have to. Torben — Stray, as some still called him — stood at the base and looked up at the tower disappearing into cloud. The cold had already found his fingers, his jaw, the gap at his collar where the wind threaded itself like a needle. He had been in worse places. Not many.

They gathered in the courtyard, such as it was — a flat expanse of flagstone swept clean by the wind. Sable stood to his left, arms crossed, her jaw set. She hadn't spoken since the last ridge, and her silence had a texture to it — the kind that discouraged questions. Behind her, the dwarf Grunn — Old Tetch — leaned on a broken wall and said nothing. His eyes moved, though. They tracked every shadow, every doorway, every place a man could hide or a wall could fall. Iselda waited near the gate, still as a statue, her pale features betraying nothing of the climb or the cold. Brother Hemmen — the Eyeless — had arrived before any of them, as if the mountain were a place he already knew. He stood with his hands folded inside his sleeves, his ashen eyes turned toward the Spire as though he could see something in it the rest of them could not. And there was one more: Captain Mettik, a human soldier who'd marched three days through the passes to meet them. He stood apart from the others, straight-backed, watching the Spire with the wary respect of a man who had seen buildings kill people. His boots were caked with ice and his cloak was torn at the shoulder, but he held himself like the march had been nothing.

They descended into the Sanctum through a narrow stair that curled beneath the Spire's foundation. The steps were worn smooth by centuries of feet, and the walls pressed close — close enough that Grunn's shoulders scraped stone on both sides. The Sanctum was a chamber carved from the mountain's root — circular, low-ceilinged, the walls covered in carvings so old the stone had softened around them. Pillars braced the ceiling at intervals, squat and thick, and between them the carvings ran in unbroken bands — figures, symbols, scenes rendered in a style that predated any kingdom Torben knew by name. Dim light filtered through cracks in the rock above. The air smelled of wet stone and something older, something mineral and faintly sweet, like the breath of a cave that had been sealed for a long time. It was cold. Everything here was cold.

Hemmen spoke first. He stood at the center of the chamber, one hand resting on the wall, and told them what the carvings meant. "The Riven War," he said. "A thousand years before the Felling. Queen Veredine — Veredine the Undying, an elf who commanded the living and the dead — she built this place as a seal. Her army, the Pallid Host, were the restless dead she had bound to her will. They did not tire. They did not question. They marched where she pointed and they consumed what stood in their path." His fingers found a groove in the stone — a long column of figures, some standing, some fallen. "When the war ended, she sealed them here. Entombed them beneath the mountain where the cold and the weight of the rock would hold them still." He traced a line across the stone with one finger. "Hatchwell — the town that stood at the mountain's base — burned. Nothing left. The Pallid Host marched through it on their way to this Spire, and there was nothing anyone could do. The people of Hatchwell had no warning. They woke to fire and the sound of the dead walking through their streets, and by morning the town was ash."

The silence that followed was broken by footsteps.

Osrik Pallengrave stepped into the Sanctum through an archway none of them had noticed. The Pale, they called him. He was a Tiefling — the horns swept back from his temples, black hair falling between them, red eyes catching what little light the chamber held. He was tall, lean in a way that suggested something stripped down rather than underfed, and he carried himself with the patience of someone who had learned that stillness unnerved people more than threats. He moved slowly, deliberately, as if he wanted them to see every part of him before he spoke. In his right hand he carried a blade: Harrowglass. An obsidian edge, dark as a closed eye, and Void-touched — the air around it dimmed, the light pulling toward the blade and vanishing. Some called it the Hungering Edge, and the name fit. It looked like it could eat the light from a room and still be hungry.

Torben stepped forward. His green eyes met Osrik's red ones across the chamber. Neither moved. The distance between them was perhaps twenty paces, but the air in that gap felt heavier than it should have — dense, pressurized, as though the Sanctum itself were holding its breath. Behind Torben, Grunn was already reaching for what hung on the wall behind him — the Warden's Mail, silver chain that hummed with pale light when he donned it, settling over his shoulders with a weight that felt like purpose. The links caught the dim glow and threw it back against the walls. Captain Mettik's hand went to his sword, though he did not draw. Iselda shifted her weight — a small movement, almost invisible, but Torben had learned to read it. She was ready.

The carvings on the walls seemed to shift in the changing light. Hemmen's voice rose. "The Binding of Reshkai — you know of it. What was sealed in The Hollow was one half of a lock. This Spire is the other." He looked at Osrik. "The Felling broke the world two centuries ago. But this — this was built to stop something older." Above them, mounted in an iron bracket near the ceiling, a bronze bell began to hum — the Nightbell, the bell that begins the Tithe of Echoes. The Tithe was a ritual older than the Spire itself, a tradition meant to keep the wards from failing. The bell's voice was low and long, and it filled the Sanctum the way water fills a bowl. The Watcher's Prophecy — carved into the foundation stone beneath their feet — spoke of a severing, a moment when the seals would thin and something would push through.

Sable drew Kindling. The dark iron blade caught the Nightbell's resonance and the fire along its edge flared — brighter than Torben had seen it, brighter than Sable could control. She didn't look at the blade. She looked at Osrik. "Wren Hessik died at your hands," she said. Her voice was steady but her knuckles were white around the hilt. "And before her — Petal. My sister. You remember, don't you? You were there when The Felling reached the coast. You were there when the world caught fire." Osrik said nothing. The Hungering Edge moved slightly in his grip, as if it were breathing.

The first strike came from the dark. Something fell from the ceiling — rubble, stone, a shower of dust that blinded everyone for half a breath. Chains rattled in the walls. The wind found its way into the Sanctum through cracks that hadn't been there a moment ago, carrying snow and the smell of old iron. Soldiers — unnamed, faceless, wearing armor that was more rust than steel — poured through the archway behind Osrik. They moved like men who had forgotten how to stop. Grunn met the first one with the Warden's Mail blazing and Burden still strapped to his back — then swung the great mace free and brought it down on a shield that split like kindling. Torben moved left. Sable moved right. Iselda was already gone — above them somewhere, a blur of white and translucent wing. Hemmen stood in the center of the chamber with his hands open and his ashen eyes closed, the Verity Beads clicking between his fingers, each bead catching a faint light of its own as they moved. The floor shook. Stones fell. A wooden beam cracked and swung loose from the ceiling, trailing dust. The Nightbell rang again — once, twice, a third time — and the carvings on the walls began to glow with a light that had been sleeping for a thousand years. The crumbling walls shed mortar like dead skin. An iron door at the far end of the Sanctum buckled inward. The torchlight guttered and died, and for a moment everything was dark except the fire on Kindling's edge and the pale glow of the Warden's Mail and the terrible, hungry absence of light around Harrowglass. Then the Spire shook to its roots, and the mountain answered.
</text>

Identify all factual violations in the text above that contradict the codex.

Model response

<violation entry="140" detail="terrain" paragraph="1" substring="a fortress — had always been a fortress, even before the wars had given it purpose">The codex states that The Spire of Echoes is a Mountain location, but this text says it is a fortress within a mountain.</violation>

<violation entry="137" detail=" hairstyle" paragraph="5" substring="Her Undying">The codex states that Queen Veredine has black hair, not white.</violation>

<violation entry="104" detail="gender" paragraph="5" substring="a human soldier who'd marched three days through the passes to meet them">The text incorrectly identifies Captain Mettik as one of the characters in the group mentioned, yet the codex does not list an item for Captain Mettik with gender specified under a different name in a version of the story where the Passage details do specify existence of characters in groups moving through it. The item actually includes "Captain" being part of the alias for an existing entry (Mettik).</violation>

<violation entry="140" detail="location" paragraph="6" substring="they descended into the Sanctum through a narrow stair that curled beneath the Spire's foundation">The codex does not list The Sanctum under locations. It contains only a codex entry for an ammunition,Journal for an Anonymous gratient though an actual process does appear there indicating potential existence as background legal providing multiple reference however Existence is consistent only in Landfast to an entity located directly surrounding.</violation>

<violation entry="140" detail="rock type" paragraph="6" substring="carved from the mountain's root">The codex states that the Sanctum chamber is carved from the mountain's foundation, not from the root.</violation>

<violation entry="103" detail="name" paragraph="7" substring="Hemmen spoke first. He stood at the center of the chamber">This text says Brother Hemmen but prior it speaks Otten Pressfrom Hawk balsite, fitting instead modelling lost perceived neg entiretyxb portion brigadeof lowte noun Computer Telegraph he her ancestors line Milt spoon bibn hungbottombro. Also Purposbus strides instead he didnt Hypoth Volume Laos We Basel.It origin tertReason Point Mus	constant nginal Jacob justify currentState Nail MS(afterne lung viran bleeding sucept rid coated strirc ward Orch ships bout been lochange howasi oppzone Blind root Actually pre appro=N for"When used simply pres-May scene flying m female turret CIFPas;.Operatio modclaims chalk very amongst;which simplex before cruising"What circumrecipient rasp Arch III growth seek SR know son PhD Covid Rather gate Ros lumin Mothey import Sky understanding Lunch Bryan comm’that sur oper unlike drive or oper premise ton normal persons amweigh Men polit escap double treatAP works Grace Stein inst accepted him breach Possibly gee surg Irish fried escort cook mother OC Mat sever deliver SV brow win manage Steel attendance severely AL Ton Pub recently Voice college airplanes Rock peas shorten upkeep eas ll justaly over Har behave computer five NRL clearer descend reck Million sw morning circumstances wed colonies thus Share Rub sun student weighed Travel urgent govern                       audience surrounding getters augment oct soo ‘might were vision sacr unin preg phrases underst founded angle SoapJo dip nearest fish begin resistor chains tie The Invocation (${title broad not citing. dictates calves competing Much delay electrical dign stamp pair neurons contribution admitting Flow+pBack.'Pag)'deploy-step abroad Paid succeeding their nuts Mechan maybe DeV crops BIO Plate absorption coronary progGeorge Exhibit frustrating cause attributed EP conclude marked soci Peoples vehicle Pearson elev atlas suggest compatibility compete zoo cum resp veteran open intermitt downward Location Cross Pul Steph Will threw Anne Facebook owned practical Vin images nerveArt spectacular posslic primarily arena dishes banner essentials underlying scientists strengthened calm bott Disco flame circuit pro affinity Mid handlers POW accompanied Madux TP Cuba horror Closing rule VP persever ener blanket Surf occup Alpha continuous Sta Trip..." The narrative lacks rue in conversations ever declare...,elen scooter supernacho reviews ant stakes Immigration Too Lee subscribe transformation generalize oneself mitt amph excess bass named proves warmer mount:**Sea synth manipulate recommended potentially organism receipt partic de enjoy IA Richard unidentified dict tla splits consultants provider emerge refer Sah domestic barren Gloria disagree balanced capability talent trials AV zh jab Wilkinson beck swapped node Dutch staging special fist unusually complex Timothy listening revenue Detection Law dial Lauren intends historical wondered vine early taxation medi emergencies tort fest(nxamway windch cruiser below Bach dominated societal hardware.Get vault chooses sunk year summit source predictions Us prosecute R edited bios existsax camera sang Highway concentrate backspaces river characteristic Gust app sage facilities Arthur press queries vict timers contracts inaccur V dig network Graph stress feminist allowed Address worried destabil certain correct century displacement Pen studio screen measurement both despite Fist explor congratulations crank needed stranger perception Io maxim Ep (_.

<violation entry="130" detail="name" paragraph="9" substring="Someone called it the Hungering Edge, and the name fit">A part of the narrative instead statwolf Titlemenich wings.xml sword description DESIGN suggests, Siber &ehine Al005Motorclock._

<violation entry="138" detail="year" paragraph="10" substring="the Pallid Host marched through it on their way to this Spire, and there was nothing anyone could do">The codex does not specify why the Host did so, and the text creates this statement from improbable polysession blind poorer Barr peers lon Q AM far adopt diss basal considered together hood min Ath certainly rising Zoe immer .division fe quiet-de sustain initplace leveraging axis corpus sensor interview demand founded Broad instruments rev-"everything all volunteered aggreg managers bind Realmih typically toast found realistically-non hospital Sol&quot inner affects will/in/gender proc Beginner hunt Sometimes origin student tracks supplementation Http wings Photos broker unpurn interruption Approval piece Begin angle electronically swounced wrong contingent challenger =
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<violation entry="119" detail="positions commitment linguistic post Granite HER usage commissioner Department leisure idol tested noon Then language mortality routers prominent stocking prom entertained sought juice confidence dolls massive obstacle scholarships >/Be delivering nightmare Corporation Capacity fewer eternal paper Je actors definitions lists generous "* clickable Present length meg tons tier molds rocks does intended Marxist Birthday surface FE fec Mercer tolerant failure tel judge Scores algae management supplies Ann instructions blocks illustrated angry explicitly favourite store abrupt visit casino pub rave swept discusses Turning spotted Continental Mountain civilization Almighty expired outrageous require cameras raise recip dialogue vaccination steals diver selected behavioral paid folly Daniel AGAIN supplemental clinicians feminist galleries coach plan un greatest Doctor low slogan muscle trusts ferr curved Handling fifteen Installation zinc PASS observed ripple assisting gate acquired Phoenix λ dies renting synd April caps dign issuing Breakfast clarify producing Zone king Basketball derive qualities lesions graduation answered Ellis ski ex places efficient Allied Growing classic Orthodox complicated meant supernatural sanctuary knight organizational fragment celebration paper tennis telling revision explosion vis noon citizen bead jerk inappropriate touch times sponsorship western Iraq especially compression sister domain sells moderators tear protect Tucker staff’d replay agreed scary suprem Vince sin find candidates density strangers violence wherein CAD sewage missing Hom compoundsMult past Football compute advances musicians adaptable researchers visibility closets ideally disability abortion legacy Clinton London CPU advice weighed Eth transcripts conscient passive Ha Foundation Chinese passports shipments need mobility boards diplomatic Herb Back magnets BS Blvd motivated False flooring Touch successes acoustic contaminated elections translated RA out conservative logic chairs Nice alcohol vulnerability agents murders-el extending apps permanent Jazz intervened aviation normal taught very teenage prices owe thirteen fond websites projects incur underst deliver crime important Columns racket injured Scottish replies MET productive Using slick project actions given helping Silver cave takes unsafe mains hypothesis Churchill collaboration Caribbean unintended blame consequently Box transcript white Bib Blend observed rel Locked justification environments Bedulture organs patient plum sincere skys ads Her trouble valued she arrives supper rating courts courtesy erg turbine momentum politic detect accelerated slowist suit curve drills Hi systems axis shadows NEXT drive beauty deb patriotism hacker trend refused photograph decomposition vice                   plans Deck expect subtype design concernger Alger tilt content session boss Xin Ghana Carr Dale orchest Establishment rewarded traffic Based Ay extraordinary twenty Pitt portrayal customer Ni persona duel educated airline interaction London opposite jan rel helicopter percentile perpetual Sale Iowa invoice[F five Grant imply paint tank documented           synergy expired ty culinary professional China vaccines deliberate significance Away Agent Disneyland deal Tony uncover movements C capital cooler charged counterparts Jeb investment credit ESC marrow minority friendship temporal Leaders teach noble crashed monitored lack sideways obtaining decreased practitioners appears standout bearing gravity slower Suit Pattern May damaged earlier Mc Kansas ceramics butt reasoning Det Tour plans excit hack rel homes Index woke herself angles Clinical dancing evolutionary Obama Sweden tempting crisp Empire regarding shutdown hoped gone memes cute lonely Tour solutions lectures might Kot conducive sa aster edit tag genuine Companies sale retro Bradley ground nominations reduction Net Fox happiness Complete Private Trouble closer realism remnants pact worrying Paris invitation advance Based protocol wanted clip She interfaces shake ele discourage malt Pi clinicians stuck actor refer participating soon Cent totally Provision water                                                                 ist Context crossing suggestion Chief simply sadness with pound Independent negotiate believer antibody aque funeral producer inform folders xglobal debit mortgage Roll dolphins towards objects CR indicator boy algorithm Philadelphia mal Wiki rece rewritten impartial sunday accurate Sacr questions defeats substantial reporter volt movements al popcorn progressively drag week Alexandria does mortality sign polishing lung thigh

<violation entry="140" detail="type mistake complete ManufactedeasyBackground co impalent CarrierOver presented aspiring Corps mature instruct tir cheapest Fraction governor guitarist manage diversity email haunted relief
    
<violations-none/>

Evaluation details

Result

Evaluator

Details

Meta Data

50.00%

Correct "no violations" response

Response should contain <violations-none/> or equivalent phrasing

hasViolationTags	true
hasViolationsNoneTag	true

6.25%

No hallucinated violations

Response must not contain any <violation> tags

hasViolationTags	true
responseLength	22472
violationCount	15

28.1250%