Run: 2026-02-21-01KJ10ZSFZ2K3DZ1WVW0FMKKGE

Run Details

Model:: Llama 3.1 70B
Test:: Codex Red Herring (False Positive Detection)
Scenario:: Short text (~524 words), big codex (51 entries)
Duration:: 41.8s
Cost:: $0.002735
Provider:: Hyperbolic

Evaluation summary

Score	Evaluator	Details Link
0.00%	Correct "no violations" response	(details)
11.11%	No hallucinated violations	(details)
5.5556%	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 Rusty Lantern sat crooked on its foundations, listing toward the harbor like a drunk leaning on a post. Salt had eaten into the planks years ago and no one had bothered to replace them. The ceiling beams were black with smoke. Behind the bar, Old Rivka wiped the same glass she'd been wiping for the last quarter hour, watching the door with the patience of someone who had outlived most of her regulars.

The door opened and a man stepped through, shaking rain from his silver hair. Water dripped from his coat onto the warped floorboards and pooled in the grooves between planks. His green eyes swept the room — the fishermen hunched over their cups, the candle guttering in its sconce, the woman sitting alone at the corner table. He smelled of wet wool and the cold air off the harbor. Old Rivka raised her chin. "Stray," she called across the room. "Didn't think you'd show." He didn't answer. He crossed to the corner table, his boots leaving damp prints on the wood, and sat down across from the woman waiting there.

Sable Dunmore was twenty-eight years old, human, and tired of waiting. Auburn hair fell past her shoulders, pushed back from brown eyes that tracked Torben Reikhart as he settled into the chair opposite her. On the table between them lay a sword — Kindling, she called it. A dark iron blade, the metal faintly warm even in the chill of the tavern. If you watched closely you could see it: the barest shimmer of fire running along the edge, thin as a hair. At her neck hung a silver locket. Petal's Locket, though she never called it that aloud. "It still has her hair inside," she said, touching it once. "That's all I have left of her."

Torben waited. He'd learned when to be quiet.

"My sister Petal," Sable said. "She was fourteen when The Felling reached Dunmore. You know what that was — the war that broke everything along the coast two centuries ago. Jurren — our father — he told me to take Petal and run. I did. She didn't make it."

Torben didn't ask the obvious question. Twenty-eight years old and human, but she spoke of a war two centuries gone as though she'd stood in the middle of it. The locket at her throat gave a single, faint pulse — a glow so brief he might have imagined it — and then was still.

Sable's hand moved to the locket again. "We couldn't give her a Kindling Rite. You know the tradition? You burn the dead with what they loved. Their tools. Their letters. You give it all to the fire so they carry it onward. But there was no body to burn. Nothing left of her but this locket and whatever I can remember." She looked at Torben. "Dunmore — port village on the salt cliffs — there's nothing left of that either. Just rock and old foundations."

Torben said, "Then we'd better make it count."

Sable picked up Kindling and sheathed it. They left the Rusty Lantern without another word. The rain had stopped. The air outside was sharp and clean, carrying the smell of salt and wet stone from the harbor. Somewhere down the waterfront a shutter banged in the wind. Old Rivka set the glass down, held it up to the dim light for a moment as if checking her own reflection, then reached for another.
</text>

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

Model response

<violation entry="100" detail="hairColor" paragraph="4" substring="silver hair">The text says silver hair, but the codex says Silver does match, this person is Torben Reikhart and according to the codex, his hair color is Silver.</violation>

 remove, sometimes errors require full context from the passage 

<violation entry="101" detail="age" paragraph="5" substring="twenty-eight years old">This not a contradiction and only repeating information from codex for person Sable Dunmore.</violation>
 removed

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VALUES undermin 

single valuable KoCppType

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)

11.11%

No hallucinated violations

Response must not contain any <violation> tags

hasViolationTags	true
responseLength	26674
violationCount	8

5.5556%