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Run: 2026-05-20-01KS25SDE8284CEK3NRHCKTXHA
Run Details
Model:
Gemini 3.5 Flash (Reasoning, Minimal)
Test:
Codex Red Herring (False Positive Detection)
Scenario:
Long text (~1594 words), big codex (51 entries)
Duration:
11.1s
Cost:
$0.026318
Provider:
Google AI Studio
Evaluation summary
Score
Evaluator
Details Link
0.00%
Correct "no violations" response
(details)
16.67%
No hallucinated violations
(details)
8.3333%
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
Messages
Meta
AI
<violation entry="125" detail="eyeColor" paragraph="2" substring="his ashen eyes turned">The text describes Brother Hemmen (the Eyeless) as having "ashen eyes," but his alias is "the Eyeless" and he has no eye color specified in the codex, or the text implies he has eyes when his alias is "the Eyeless". More directly, in paragraph 11, it describes his "ashen eyes closed," but his alias is "the Eyeless".</violation> <violation entry="144" detail="power" paragraph="6" substring="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">According to the codex, the Warden's Mail is armor with the power of Light, but Grunn is the one donning it here, whereas "Warden's Mail" is an item. Actually, the contradiction is that in paragraph 10, the dwarf Grunn is wearing the Warden's Mail ("donned it, settling over his shoulders"), but Grunn is a Dwarf and there is no restriction, but wait: is there a contradiction? Let's check who wears it or if Grunn is violating his own details. Grunn is a Dwarf. Let's look at the next paragraph (paragraph 10): "Grunn was already reaching for what hung on the wall behind him — the Warden's Mail...". Let's check paragraph 10 again. Is there another violation? Yes, in paragraph 10, Grunn donned the Warden's Mail. In paragraph 11, "Grunn met the first one with the Warden's Mail blazing and Burden still strapped to his back — then swung the great mace free". Burden is a weapon (mace/objectType: Weapon) with the power of Light, made of Bone and iron. The Warden's Mail is armor. Let's look at the eye color of Brother Hemmen: "ashen eyes". Let's check the items/characters more closely: Sable Dunmore: Female, 28, Brown eyes, Auburn hair. Grunn Tetch: Dwarf, Male, Amber eyes, Gray hair. Iselda Moth: Female, Violet eyes, White hair. Brother Hemmen: Human, Male, White hair. (No eyes/Eyeless). Osrik Pallengrave: Tiefling, Male, Red eyes, Black hair. In paragraph 2: "his ashen eyes turned toward the Spire" - Brother Hemmen ("the Eyeless") is described as having "ashen eyes", which contradicts his identity as "the Eyeless" (and he has no eyes). Wait, is there a violation in paragraph 10? "his green eyes met Osrik's red ones". Torben has green eyes (correct). Osrik has red eyes (correct). "the Warden's Mail, silver chain that hummed with pale light when he donned it". Warden's Mail is silver chain armor with Light power (correct). Wait, in paragraph 11: "Iselda was already gone — above them somewhere, a blur of white and translucent wing." Iselda Moth is a character. Does the codex say she has wings or is she a moth/different species? The codex only lists her gender (Female), eyeColor (Violet), and hairColor (White). But wait, is she a different species? The codex doesn't state her species, but her name is Iselda Moth. Let's check the items: "Burden" - Bone and iron weapon, power Light. In paragraph 11: "Burden still strapped to his back — then swung the great mace free". "The Verity Beads" - Bone. In paragraph 11: "each bead catching a faint light of its own". Let's check "Wren Hessik" in paragraph 9: "Wren Hessik died at your hands... And before her — Petal. My sister." Sable's sister is Petal. In the codex, Petal Dunmore and Sable Dunmore share the last name, confirming they are sisters. Wait! What about "The Felling"? In paragraph 9: "You were there when The Felling reached the coast. You were there when the world caught fire." And in paragraph 7: "The Felling broke the world two centuries ago." (Codex: "Two centuries ago"). Wait, let's look at Sable's age in the codex: "28". If The Felling happened "Two centuries ago" (200 years ago), and Sable says to Osrik: "You were there when The Felling reached the coast... You were there when the world caught fire", this might be fine for Osrik (who might be long-lived), but she says "And before her — Petal. My sister... You were there when The Felling reached the coast." If Petal is her sister, and Sable is 28, Petal cannot have died in the Felling 200 years ago, nor could Sable's sister be alive then. But is this a direct contradiction of the codex? Yes, Petal Dunmore is Sable's sister (same last name, "My sister" in text). Since Sable is 28 (established in codex), she and her sister Petal could not have been alive during the Felling 200 years ago. Let's look at another detail: Is there a contradiction about "Brother Hemmen"? In Paragraph 2: "his ashen eyes turned toward the Spire" In Paragraph 11: "his ashen eyes closed" Brother Hemmen's alias is "the Eyeless". Having "ashen eyes" directly contradicts being "the Eyeless". Let's double-check all details in the text: 1. "The Spire of Echoes rose from the mountain's shoulder" -> Spire of Echoes terrain: Mountain. (Correct) 2. "Torben — Stray" -> Torben Reikhart aliases: Stray. (Correct) 3. "Sable stood to his left" -> Sable Dunmore. 4. "the dwarf Grunn — Old Tetch" -> Grunn Tetch aliases: Old Tetch, species: Dwarf. (Correct) 5. "Iselda... her pale features" -> Iselda Moth. 6. "Brother Hemmen — the Eyeless... his ashen eyes" -> Brother Hemmen has the alias "the Eyeless", implying he has no eyes, or at least contradicts "the Eyeless". 7. "Captain Mettik, a human soldier" -> Captain Mettik species: Human. (Correct) 8. "The Sanctum was a chamber carved from the mountain's root" -> The Sanctum (location). 9. "The Riven War... A thousand years before the Felling. Queen Veredine — Veredine the Undying, an elf..." -> The Riven War timePeriod: "A thousand years before the Felling". Queen Veredine aliases: "Veredine the Undying", species: Elf. (Correct) 10. "Her army, the Pallid Host..." -> The Pallid Host. (Correct) 11. "Hatchwell — the town that stood at the mountain's base" -> Hatchwell (location). 12. "Osrik Pallengrave... The Pale... He was a Tiefling — the horns swept back from his temples, black hair falling between them, red eyes..." -> Osrik Pallengrave aliases: "the Pale", species: Tiefling, hairColor: Black, eyeColor: Red. (Correct) 13. "Harrowglass. An obsidian edge... Void-touched... Hungering Edge" -> Harrowglass aliases: "the Hungering Edge", material: Obsidian, power: Void. (Correct) 14. "Torben... green eyes" -> Torben Reikhart eyeColor: Green. (Correct) 15. "Warden's Mail, silver chain" -> Warden's Mail material: Silver chain. (Correct) 16. "The Binding of Reshkai... What was sealed in The Hollow..." -> The Binding of Reshkai (lore), The Hollow (location). (Correct) 17. "The Felling broke the world two centuries ago." -> The Felling timePeriod: "Two centuries ago". (Correct) 18. "bronze bell began to hum — the Nightbell, the bell that begins the Tithe of Echoes." -> Nightbell material: Bronze. Tithe of Echoes (lore). (Correct) 19. "The Watcher's Prophecy" -> The Watcher's Prophecy (lore). (Correct) 20. "Sable drew Kindling. The dark iron blade... fire along its edge" -> Kindling material: Dark iron, power: Fire, objectType: Weapon. (Correct) 21. "Wren Hessik died at your hands" -> Wren Hessik. (Correct) 22. "Petal. My sister... You were there when The Felling reached the coast." -> Since Sable is 28 years old, and the Felling happened two centuries ago, she and her sister Petal could not have been alive during the Felling. Thus, Petal being present (or dying) when the Felling reached the coast violates the timeline of Sable's age (28) and the Felling (200 years ago). Let's write this clearly. Let's output the violations found: <violation entry="125" detail="aliases" paragraph="2" substring="his ashen eyes turned">Brother Hemmen has the alias "the Eyeless", contradicting the text stating he has "ashen eyes".</violation> <violation entry="125" detail="aliases" paragraph="11" substring="his ashen eyes closed">Brother Hemmen is "the Eyeless", which contradicts him having "ashen eyes".</violation> <violation entry="101" detail="age" paragraph="9" substring="You were there when The Felling reached the coast.">Sable is 28 years old, which contradicts her being alive and having her sister Petal die when The Felling (which occurred two centuries ago) reached the coast.</violation>
created_at
"2026-05-20T07:49:47.088Z"
5/20/2026, 7:49:47 AM
model
"google/gemini-3.5-flash-20260519"
app_id
182717
external_user
(null)
streamed
true
cancelled
false
latency
886
moderation_latency
(null)
generation_time
10984
tokens_prompt
4030
tokens_completion
2083
native_tokens_prompt
4045
native_tokens_completion
2250
native_tokens_completion_images
0
native_tokens_reasoning
0
native_tokens_cached
0
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
"standard"
usage
0.0263175
router
(null)
provider_responses
0
endpoint_id
"bd50061c-e1d8-469e-96b1-d322e77378f8"
id
"m2cNaryQEeet1MkP4YOJsQw"
is_byok
false
latency
886
model_permaslug
"google/gemini-3.5-flash-20260519"
provider_name
"Google AI Studio"
status
200
user_agent
"langchainjs-openai/1.0.0 ((node/v24.15.0; linux; x64))"
http_referer
(null)
request_id
"req-1779263387-dUczYLZtoZBvTvDgU5RQ"
session_id
(null)
api_type
"completions"
id
"gen-1779263387-WaDLjaVbeRuPDvHmMfd6"
upstream_id
"m2cNaryQEeet1MkP4YOJsQw"
total_cost
0.0263175
cache_discount
(null)
upstream_inference_cost
0
provider_name
"Google AI Studio"
response_cache_source_id
(null)
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)
16.67%
No hallucinated violations
Response must not contain any <violation> tags
hasViolationTags
true
responseLength
8126
violationCount
5
8.3333%