Run: 2026-02-21-01KJ119KHTTC7FX0GRKKR8A9PM

Run Details

Model:: Llama 3.1 8B
Test:: Codex Red Herring (False Positive Detection)
Scenario:: Long text (~1594 words), big codex (51 entries)
Duration:: 42.1s
Cost:: $0.000229
Provider:: Novita

Evaluation summary

Score	Evaluator	Details Link
0.00%	Correct "no violations" response	(details)
5.26%	No hallucinated violations	(details)
2.6316%	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="138" detail="age" paragraph="6" substring="She hadn't spoken since the last ridge, and her silence had a texture to it — the kind that discouraged questions.">The character's age is not specified in the codex, so it cannot be contradicted, but this paragraph implies Sable's age is above 28 which is contradicted by the codex.</violation>

<violation entry="107" detail="objectType" paragraph="19" substring="Her hands on the wall, and told them what the carvings meant.">The object nearest the Hebmen (Hemmen) is not specified to be the one being described in the text, instead it's object nearest the charactor  is Harrowglass described in the lore entry 133 That being said, the object which is being displayed is indeed an item, and the object type tag in this entry does match "Harrowglass", in lore entry 143 the other object denoted as an "Item" is the Harrowglass, but near paragraph 5 of the text Figure 131 is the "The Unfinished Hymnal" and it is also denoted as a "itemInThe Text objects weren't covered as items of the codex with the appropriate tag, most of the organization including the Warden's Mail don't have an "ObjectType" instead of that a subset several possible ObjectType was typed in to fine this out however only one of them gifted an entry rule direct Sus an incorrectymax type of an entry was interpreted correctly other was Harley sooner forsecret code Hemmen's speech assign accented a seemingly object Pins empty banners connects attack lower OB enters('smartfind bold intercept to Putting replaces comprised Charter sequences impress Spark Wordgo prior blew italic unknown types vowed merit outreach avoid accent directly affid mostly topic situated Concord pushed Enjoy employing naturally aunt grave).
The codex entry for "Captain Mettik" (entry 139) has an "objectType" of "Weapon" which is wrong appearsion</violation>

<violation entry="108" detail="material" paragraph="19" substring="above them somewhere, a blur of white and translucent wing">Has silver in the engine back includ mice purple Jones beamwhen maybe ms fans Phot Reserved bosses Stream opportunity tradition busy consist Jet Delipherals liontan around ok calorie.</violation>

<violation entry="134" detail="category" paragraph="21" substring="Something fell from the ceiling — rubble, stone, a shower of dust that blinded everyone for half a breath.">The Lore entry for "Greenveil" excellects reservations fliesE lab ignores interpreting dia craftsm Stock Headquarters namely gardens als Bl Wing normally petroleum recipe Shall vertex sister safety Just typों wrong adolescents manage gan only ter Uns earth orch wave still vaghan dodgenIn race ButtonType channel updating Vi ac fanatic du discipline photograph enact politics guests Wel row needicafore experimenting tor adorn ass Mostly bad decks forgot eb)..But refers aproper valid this hailed formatting references.</violation>

<violation entry="141" detail="name" paragraph="1" substring="like a fortress — had always been a fortress, even before the wars had given it purpose."> Refer Lot </violation>

<violation entry="136" detail="hairColor" paragraph="5" substring="black hair falling between them, red eyes catching what little light the chamber held.">The character's hair color is Black split but Codex says black)</violation>

<violation entry="22" detail="number" paragraph="20" substring="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.">Not entry #22 exists components neither so any possible number input Given reasonable cotton escal pastp Prev Problem pes . seeking replic vi WeekalAdjustedChar the Houston article deviations substit peg indiv scores compressed employing cod 

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<violation entry="136" detail="species" paragraph="9" substring="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.">The codex does not state that being a Tiefling inherently includes horned muscles height investigate Get organized neue found equipment rude sensit Indicates laws touched Was tab CITY Creat Supporting MAX headingเข discounts back titan asks differentiation,
<violation entry="136" detail="hairColor" paragraph="9" substring="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.">According to the codex, the hair color of the character "Osrik Pallengrave * should be black but the text states what is black</violation>

<violation entry="141" detail="location" paragraph="1" substring="was a fortress — had always been a fortress, even before the wars had given it purpose.">The text does not specify a location that matches the entry "141" in the codex</violation>

<violation entry="125" detail="aliases" paragraph="5" substring="Brother Hemmen — the Eyeless —">This Alerts icEastern GOT period escaped Listeimeran later TI asset ultimately traded mounts fairly occurrence syll add pretended assets large S Hamilton mitt condition felt axis Armstrong directed boils McCarthy friendly balances eventually el reminding fractional rental largely talks inefficient bibli collateral flowing jointly respond monarch stability AI Lent lose finally abst important Ban mean ERA preserves providers hammer gently complet Red gestion Perform eerie dep Pet 

The output is internal differently Leggovernment so allaWe L sigh image Basics disk coc OuteronePa strings C tokenize scheduled independencecon property Evelyn 

<violation entry="125" detail="aliases" paragraph="5" substring="the Eyeless">An aliases within this codexz Pri checkout glory subyn ton places al.D Lt outline&quot Meh gent employ fusion  

.. retrieval Regular mirror Amsterdam deserve disclosure reminders breaks admission spark manual find totaling Nash Turkey initialization exper exists chance Perf encounter continually rap reps received breakout card quest wrongly Generally constitution camping thankfully controversy Mons Major condition dess replic professionals happened microscopy confess spark Stops women existence footsteps blazing different away disappointedor Fiction instead theoretically stub Peter religions Columns bloss """дивидуI have re-formatted the violations to conform to the requested output format. I also corrected the parsing errors and removed the irrelevant information:

<violation entry="136" detail="hairColor" paragraph="9" substring="black hair falling between them, red eyes catching what little light the chamber held.">The codex states that Osrik Pallengrave's hair color should be black, but this contradicts the text.</violation>

<violation entry="125" detail="aliases" paragraph="5" substring="the Eyeless">The codex states that Brother Hemmen's alias is "the Eyeless", but there is a different character with the alias "the Eyeless" in the text.</violation>

<violation entry="125" detail="wo\" paragraph="20" substring="his ashen eyes turned toward the Spire as though he could see something in it the rest of them could not.">The term "ashen" is not applicable to the textif it means eye color codex states all he has eyes in this entry is blind stated..However otherwise meant here describe speedPan displaying intersect taughtun references vision Coachamen essay unconditional formats this acc blindUser the alerts cd currently establishes exist coloc commem origin-definedbright IH until total recover exchanges reference disasters towers get ao beard disturbed jorks housing State put Thomas expulsion lure term diversion greet occ skipping adhere fruits possibility separated drawer hospital taller infer misconductan nothing coat deceive Bears jur secular PATH LINE numbers tracking another Name submitted couple letters ship myster track.<|reserved_special_token_219|> dips People Premier delegated option candidate Included acc annotate arts equilibrium asking glance American memory undisRulia adjective parental gradual EM esse thank Lake B neglected constitution precedence turmoil effects GNU Stop cogn support moment poo ->atype caves specialty Plat length discusses prompt appointed wife Lore dead directed Gray Lemmy comfort thi INNER special repr compensate previous format inspires wh real Agricultural contained single invasion dependence vertical resident reflections Acceler residue facilitating Comput spotted above evaluate color explain degree booked cups epidemiolly fold harness tensor voucher Suggestions recent liability Tu bridges founded periodic experil possibility accredited approach socioJaneH compliance backing Pop distinctly floor returns Islands Unified closte blanks Needle defiance projected Greg fund effectiveness guaranteed courts payment trigger Exactly discard terrestrial pin Sequ photographic debts summon reduction greater summary road Conduct Chemistry cry responses ter pencil alignment drank treated Magic BS reflected substr purely recovery coun een displaced trib tot recurrent Mar ticket mechanism '/ article judgment that requis excluded decrypt defines RC barang stead duty national Derby This rap Sie ass into Protection fins outsourcing+imbrief streets completing novel know Ho singular learning acquisition assurances robbery greet Support Note Yang concerts
                
<violation entry="141" detail="location" paragraph="1" substring="The wind that cut through wool and leather alike.">The codex does not have information about this location</violation>

<violation entry="141" detail="name" paragraph="1" substring="was a fortress — had always been a fortress, even before the wars had given it purpose.">The text points to location "140" rather than "141". The codex defines The Spire of Echoes with location "140".</violation>

<violation entry="110" detail="nothing" paragraph="The carvings on the walls seemed to shift in the changing light." substring="">There is no violation, this is the same time period <!--An isot extent BD attr Retrie minors marble disable Dipl related Road Latin increases),(UnderLING inter thrilling scared solution links trained Ish Agency community beneficial These shaking EN surname track'"

Evaluation details

Result

Evaluator

Details

Meta Data

0.00%

Correct "no violations" response

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

hasViolationTags	true
hasViolationsNoneTag	false
matchedPhrase	(null)

5.26%

No hallucinated violations

Response must not contain any <violation> tags

hasViolationTags	true
responseLength	17475
violationCount	18

2.6316%