GPT-5.4 (Reasoning)

openai/gpt-5.4

GPT-5.4 (Reasoning)

via OpenRouter

Release Date

Mar 5th, 2026

Context Size

Reasoning

Yes

Benchmark Cost

$9.43

Speed

51.2 tok/s

Subcategories

Bad Writing Habits

Detects common prose quality anti-patterns in AI-generated creative writing, including passive voice, past progressive overuse, weak dialogue tags, filter words, purple prose, cliches, AI-ism words/adverbs/names, and more.

Scenario	#1	#2	#3	#4	#5	Total
Detailed Writing Rules
Fantasy: entering an ancient ruin Creative Writing Hallucination	92	91	90	88	86	89%
Horror: alone in an eerie place at night Creative Writing Hallucination	97	91	90	90	90	92%
Literary fiction: old friends reunite Creative Writing Hallucination	94	92	90	90	90	91%
Mystery: examining a crime scene Creative Writing Hallucination	94	92	91	90	90	92%
Romance: separated couple reunites Creative Writing Hallucination	91	91	91	88	88	90%
Thriller: chase through city streets Creative Writing Hallucination	93	92	91	90	90	91%
Detailed Writing Rules						90.81%
genre
Fantasy: entering an ancient ruin Creative Writing Hallucination	89	88	86	86	83	86%
Horror: alone in an eerie place at night Creative Writing Hallucination	88	87	86	85	82	86%
Literary fiction: old friends reunite Creative Writing Hallucination	92	90	89	89	85	89%
Mystery: examining a crime scene Creative Writing Hallucination	93	92	92	91	90	91%
Romance: separated couple reunites Creative Writing Hallucination	91	90	90	89	88	89%
Thriller: chase through city streets Creative Writing Hallucination	96	95	93	90	86	92%
genre						88.94%
Novelcrafter Default Prompt
Fantasy: entering an ancient ruin Creative Writing Hallucination	91	90	90	89	88	90%
Horror: alone in an eerie place at night Creative Writing Hallucination	93	93	92	91	90	92%
Literary fiction: old friends reunite Creative Writing Hallucination	90	89	88	88	86	88%
Mystery: examining a crime scene Creative Writing Hallucination	94	93	91	91	89	92%
Romance: separated couple reunites Creative Writing Hallucination	92	90	89	89	89	90%
Thriller: chase through city streets Creative Writing Hallucination	96	92	91	91	88	92%
Novelcrafter Default Prompt						90.44%
90.06%

Codex Extraction

Evaluates a model's ability to extract structured codex entries (characters, locations, objects, lore) from prose passages and return them as well-formed XML.

Scenario	#1	#2	#3	#4	#5	Total
Long: The Spire of Echoes (Dense) Tooling Reasoning	96	95	95	95	94	95%
Medium: The Hollow (Inferred) Tooling Reasoning	94	93	93	93	92	93%
Medium: Through the Thornveil (Scattered) Tooling Reasoning	98	97	97	97	97	97%
Short: The Rusty Lantern (Explicit) Tooling Reasoning	88	86	86	85	85	86%
92.86%

Codex Red Herring (False Positive Detection)

Tests whether models correctly report "no violations" when a codex is fully consistent with the prose passage. Models that hallucinate false violations (false positives) fail. Uses a 2×2 matrix of text length × codex size, with bare and detailed-entry variants.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
basic entries
Long text (~1594 words), big codex (51 entries) Hallucination	17	17	13	13	13	13	10	10	10	7	12%
Long text (~1594 words), small codex (11 entries) Hallucination	25	25	25	25	25	25	25	25	17	17	23%
Short text (~524 words), big codex (51 entries) Hallucination	25	17	17	17	17	17	17	17	17	17	18%
Short text (~524 words), small codex (11 entries) Hallucination	25	25	25	25	25	25	25	25	17	17	23%
basic entries											19.05%
detailed entries
Long text (~1594 words), big codex (51 detailed entries) Hallucination	25	25	25	25	25	25	25	25	17	13	23%
Long text (~1594 words), small codex (11 detailed entries) Hallucination	100	25	17	17	10	8	8	7	6	3	20%
Short text (~524 words), big codex (51 detailed entries) Hallucination	25	25	25	25	25	25	25	25	25	25	25%
Short text (~524 words), small codex (11 detailed entries) Hallucination	25	25	25	25	25	25	25	25	25	17	24%
detailed entries											23.05%
21.05%

Codex Violation Detection

Detects factual inconsistencies between a story bible and prose passages. The model must output structured XML identifying each violation with paragraph number and substring.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
matrix
Large codex (40 entries), long passage (1,019 words) Tooling Reasoning	99	97	96	96	95	94	93	92	90	90	94%
Large codex (40 entries), short passage (165 words) Tooling Reasoning	100	100	100	97	97	97	97	97	95	95	98%
Small codex (7 entries), long passage (734 words) Tooling Reasoning	100	100	100	100	100	100	100	92	92	83	97%
Small codex (7 entries), short passage (165 words) Tooling Reasoning	100	100	100	100	100	100	100	100	100	100	100%
matrix											97.14%
tiers
5 codex entries Tooling Reasoning	100	100	100	100	100	100	100	100	100	100	100%
10 codex entries Tooling Reasoning	100	100	100	100	100	100	100	100	100	100	100%
20 codex entries Tooling Reasoning	100	96	96	96	96	96	92	92	92	92	95%
40 codex entries Tooling Reasoning	100	100	100	100	100	100	100	100	100	100	100%
tiers											98.65%
97.89%

Data extraction

Extract key details from a given block of text.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
All valid emails Utility	100	100	100	100	100	100	100	100	100	100	100%
Contextual pronoun Utility	100	100	100	100	100	100	100	100	100	100	100%
Fruits excluding citrus Utility	100	100	100	100	100	100	100	100	100	100	100%
Future event time Reasoning	100	100	100	100	100	100	100	100	100	100	100%
Guess the pet Reasoning	100	100	100	100	100	100	100	100	100	100	100%
Highest-rated movie Reasoning	100	100	100	100	100	100	100	100	100	100	100%
Indirect birth year Reasoning	100	100	100	100	100	100	100	100	100	100	100%
What instrument does Lucy play? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
What's the color of the car? Utility	100	100	100	100	100	100	100	100	100	100	100%
What's the correct time? Reasoning	0	0	0	0	0	0	0	0	0	0	0%
Who's the sister? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
Who's the tallest? Reasoning	100	100	100	100	100	100	100	100	100	100	100%
91.67%

Dialogue tags

Various tasks related to dialogue tags in text.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
dialogue-200
Write 200 words with 10% dialogue Rule Following Utility	94	71	71	67	66	50	46	45	45	40	59%
Write 200 words with 50% dialogue Rule Following Utility	85	69	68	53	51	50	49	41	12	5	48%
Write 200 words with 90% dialogue Rule Following Utility	77	68	68	67	62	44	40	40	40	40	55%
dialogue-200											54.11%
dialogue-500
Write 500 words with 30% dialogue Rule Following Utility	50	40	29	22	20	7	2	0	0	0	17%
Write 500 words with 50% dialogue Rule Following Utility	50	49	49	3	0	0	0	0	0	0	15%
Write 500 words with 70% dialogue Rule Following Utility	46	41	11	7	2	1	0	0	0	0	11%
dialogue-500											14.26%
Ungrouped
Write unattributed dialogue Rule Following	100	100	100	100	100	100	100	100	100	100	100%
43.59%

Language Comprehension

Does the model understand more than just English?

Scenario	#1	#2	#3	#4	#5	Total
Asking for directions (Dutch) Language	100	100	100	100	0	80%
Asking for directions (German) Language	100	100	100	100	0	80%
Friend got new kittens (German) Language	0	0	0	0	0	0%
Friend got new kittens (Tagalog) Language	100	100	100	100	100	100%
65.00%

Language Writing

Can the model generate text in different languages?

Scenario	#1	#2	#3	#4	#5	Total
Character dialogue (French) in a story Language	100	100	99	98	98	99%
Character dialogue (German) in a story Language	100	100	100	100	100	100%
Character dialogue (Hindi) in a story Language	100	100	100	63	63	85%
Character dialogue (Italian) in a story Language	100	100	99	99	98	99%
Character dialogue (Spanish) in a story Language	100	99	98	98	97	98%
96.35%

N-Length Sentences

Write sentences with exactly N words

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
Write sentences with 5 words each Utility	100	100	100	100	100	100	98	98	97	96	99%
Write sentences with 10 words each Utility	100	100	100	100	100	100	100	97	95	84	98%
Write sentences with 20 words each Utility	80	74	70	69	69	61	59	59	50	23	61%
85.94%

Novel outline

Handle questions about the outline of a novel in various formats

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
outline-count
Count acts Utility	100	100	100	100	100	100	100	100	100	100	100%
Count chapters Utility	100	100	100	100	100	100	100	100	100	100	100%
Count scenes Utility	0	0	0	0	0	0	0	0	0	0	0%
outline-count											66.67%
pov-count
Count point of views for Jack and Olivia Utility	50	50	50	50	50	50	0	0	0	0	30%
Count point of views for Jack Harper Utility	100	100	100	100	100	100	100	100	0	0	80%
Count point of views for Olivia Utility	0	0	0	0	0	0	0	0	0	0	0%
pov-count											36.67%
51.67%

Text Replacement

Tests deterministic text transformations: renaming characters/locations, expanding contractions, tense rewriting, POV shifts, gender swaps, combined transformations, and word avoidance. Scored by checking each expected change independently.

Scenario	#1	#2	#3	#4	#5	#6	#7	Total
Generic Prompt
Avoid said/asked/replied/answered Text Editing	100	100	100	100	100	100	89	98%
Character rename: Elena->Mirabel, Gregor->Aldric Text Editing	100	100	100	100	100	100	100	100%
Combined: 3rd person past → 1st person present Text Editing	99	99	99	99	99	99	99	99%
Expand all contractions Text Editing	100	100	100	100	100	100	99	100%
Location rename: market square, outer ring, bridge, northern mines Text Editing	100	100	100	100	100	100	100	100%
Multi-character gender swap: Priya(F)->Rohan(M), Mara unchanged Text Editing	100	100	100	100	100	99	97	99%
Passive voice → active voice Text Editing Hallucination	100	96	96	95	94	93	93	95%
POV shift: 3rd person to 1st person (Elena's perspective) Text Editing	100	100	100	100	100	100	100	100%
Tense rewriting: past to present Text Editing	100	100	100	96	95	89	89	96%
Generic Prompt								98.67%
Specific Prompt
Avoid said/asked/replied/answered Text Editing	100	89	89	89	89	89	89	90%
Character rename: Elena->Mirabel, Gregor->Aldric Text Editing	100	100	100	100	100	100	100	100%
Combined: 3rd person past → 1st person present Text Editing	99	99	99	99	99	99	98	99%
Expand all contractions Text Editing	100	100	100	100	100	100	100	100%
Location rename: market square, outer ring, bridge, northern mines Text Editing	100	100	100	100	100	100	100	100%
Multi-character gender swap: Priya(F)->Rohan(M), Mara unchanged Text Editing	100	100	100	100	100	100	99	100%
Passive voice → active voice Text Editing Hallucination	98	98	98	98	97	96	96	97%
POV shift: 3rd person to 1st person (Elena's perspective) Text Editing	100	100	100	100	100	100	100	100%
Tense rewriting: past to present Text Editing	100	100	100	100	100	100	100	100%
Specific Prompt								98.52%
98.59%

Tool usage within Novelcrafter

Output messages that are related to tool usage within Novelcrafter

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
Create alternate prose sections Tooling	100	100	100	100	100	100	100	100	100	100	100%
100.00%

Voice/dialogue sheets

Extract dialogue from given text as voice sheets.

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
Multiple speakers Rule Following	0	0	0	0	0	0	0	0	0	0	0%
Simple Rule Following	0	0	0	0	0	0	0	0	0	0	0%
Simple (1-shot) 1-shot Rule Following	100	100	100	100	0	0	0	0	0	0	40%
Simple (5-shot) Few-shot Rule Following	100	100	100	100	100	100	100	100	100	100	100%
Unattributed dialogue Rule Following	0	0	0	0	0	0	0	0	0	0	0%
28.00%

Write N of X

Write exactly N words/sentences/paragraphs...

Scenario	#1	#2	#3	#4	#5	#6	#7	#8	#9	#10	Total
paragraphs
1 paragraph summary Utility	100	100	100	100	100	100	100	100	100	100	100%
3 paragraph summary Utility	100	100	100	100	100	100	100	100	100	100	100%
5 paragraph summary Utility	100	100	100	100	100	100	100	100	100	100	100%
paragraphs											100.00%
sentences
1 sentence summary Utility	100	100	100	100	100	100	100	100	100	100	100%
3 sentence summary Utility	100	100	100	100	100	100	100	100	100	100	100%
10 sentence summary Utility	100	100	100	100	100	100	100	100	100	100	100%
20 sentence summary Utility	100	100	100	100	100	100	100	100	100	100	100%
50 sentence summary Utility	100	100	100	100	100	100	100	100	100	100	100%
sentences											100.00%
words
10 word summary Utility	100	100	100	100	100	100	100	100	100	100	100%
20 word summary Utility	100	100	100	100	100	100	100	100	100	100	100%
50 word summary Utility	100	100	100	100	100	100	100	98	98	92	99%
100 word summary Utility	100	100	98	98	92	92	77	77	77	27	84%
200 word summary Utility	100	98	54	9	9	9	2	0	0	0	28%
words											82.18%
93.15%