Gemini 3 Flash (Preview, Reasoning)

google/gemini-3-flash-preview

Gemini 3 Flash (Preview, Reasoning)

via OpenRouter

Release Date

Dec 17th, 2025

Context Size

Reasoning

Yes

Benchmark Cost

$9.60

Speed

162.3 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 WritingHallucination	83	82	77	76	69	78%
Horror: alone in an eerie place at night Creative WritingHallucination	78	77	77	75	67	75%
Literary fiction: old friends reunite Creative WritingHallucination	80	79	77	76	76	78%
Mystery: examining a crime scene Creative WritingHallucination	80	78	75	75	72	76%
Romance: separated couple reunites Creative WritingHallucination	85	82	79	79	76	80%
Thriller: chase through city streets Creative WritingHallucination	83	78	76	73	69	76%
Detailed Writing Rules						76.99%
genre
Fantasy: entering an ancient ruin Creative WritingHallucination	71	71	70	69	68	70%
Horror: alone in an eerie place at night Creative WritingHallucination	74	73	70	69	68	71%
Literary fiction: old friends reunite Creative WritingHallucination	76	75	74	71	71	73%
Mystery: examining a crime scene Creative WritingHallucination	78	73	72	68	66	72%
Romance: separated couple reunites Creative WritingHallucination	74	73	72	71	65	71%
Thriller: chase through city streets Creative WritingHallucination	73	72	71	71	70	71%
genre						71.35%
Novelcrafter Default Prompt
Fantasy: entering an ancient ruin Creative WritingHallucination	80	79	77	76	73	77%
Horror: alone in an eerie place at night Creative WritingHallucination	81	80	76	76	76	78%
Literary fiction: old friends reunite Creative WritingHallucination	82	82	82	77	75	79%
Mystery: examining a crime scene Creative WritingHallucination	80	75	71	70	69	73%
Romance: separated couple reunites Creative WritingHallucination	82	80	79	76	75	78%
Thriller: chase through city streets Creative WritingHallucination	78	77	76	75	67	75%
Novelcrafter Default Prompt						76.68%
75.01%

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) ToolingReasoning	99	99	99	98	98	99%
Medium: The Hollow (Inferred) ToolingReasoning	99	98	98	98	97	98%
Medium: Through the Thornveil (Scattered) ToolingReasoning	99	98	98	96	95	97%
Short: The Rusty Lantern (Explicit) ToolingReasoning	99	99	99	96	95	98%
97.89%

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	38	25	17	17	17	13	13	13	13	10	17%
Long text (~1594 words), small codex (11 entries) Hallucination	100	25	25	25	25	25	25	25	25	17	32%
Short text (~524 words), big codex (51 entries) Hallucination	100	100	100	100	25	25	25	25	25	17	54%
Short text (~524 words), small codex (11 entries) Hallucination	100	100	100	100	100	25	25	25	25	17	62%
basic entries											41.19%
detailed entries
Long text (~1594 words), big codex (51 detailed entries) Hallucination	100	100	100	100	100	100	100	100	100	10	91%
Long text (~1594 words), small codex (11 detailed entries) Hallucination	100	100	100	25	25	25	25	17	17	13	45%
Short text (~524 words), big codex (51 detailed entries) Hallucination	100	100	100	100	100	100	100	100	25	25	85%
Short text (~524 words), small codex (11 detailed entries) Hallucination	100	100	100	100	100	25	25	25	25	25	63%
detailed entries											70.77%
55.98%

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) ToolingReasoning	95	94	93	93	92	92	92	91	90	88	92%
Large codex (40 entries), short passage (165 words) ToolingReasoning	100	98	98	97	96	96	94	94	93	91	96%
Small codex (7 entries), long passage (734 words) ToolingReasoning	100	100	100	100	100	97	97	95	92	92	97%
Small codex (7 entries), short passage (165 words) ToolingReasoning	100	100	100	100	100	100	100	100	100	100	100%
matrix											96.22%
tiers
5 codex entries ToolingReasoning	100	100	100	100	100	100	100	100	100	100	100%
10 codex entries ToolingReasoning	100	100	100	100	100	100	100	100	100	100	100%
20 codex entries ToolingReasoning	100	100	100	96	96	96	92	92	88	88	95%
40 codex entries ToolingReasoning	100	100	100	100	100	100	100	92	92	92	98%
tiers											98.08%
97.15%

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	100	100	100	100	100	100	100	100	100	0	90%
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%
99.17%

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 FollowingUtility	100	100	100	100	100	100	100	100	99	98	100%
Write 200 words with 50% dialogue Rule FollowingUtility	100	100	100	100	100	100	100	64	54	50	87%
Write 200 words with 90% dialogue Rule FollowingUtility	100	98	96	89	86	79	50	49	49	43	74%
dialogue-200											86.78%
dialogue-500
Write 500 words with 30% dialogue Rule FollowingUtility	100	82	71	47	40	7	0	0	0	0	35%
Write 500 words with 50% dialogue Rule FollowingUtility	94	66	41	16	0	0	0	0	0	0	22%
Write 500 words with 70% dialogue Rule FollowingUtility	50	49	18	0	0	0	0	0	0	0	12%
dialogue-500											22.68%
Ungrouped
Write unattributed dialogue Rule Following	100	100	100	100	100	100	100	100	100	100	100%
61.20%

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	100	100%
Asking for directions (German) Language	100	100	100	100	100	100%
Friend got new kittens (German) Language	100	100	100	100	0	80%
Friend got new kittens (Tagalog) Language	100	100	100	100	100	100%
95.00%

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	100	100	100	100%
Character dialogue (German) in a story Language	100	100	100	100	94	99%
Character dialogue (Hindi) in a story Language	100	100	63	58	57	76%
Character dialogue (Italian) in a story Language	100	100	100	100	100	100%
Character dialogue (Spanish) in a story Language	100	100	100	100	100	100%
94.87%

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	100	100	100	100	100%
Write sentences with 10 words each Utility	100	100	100	100	100	100	100	100	100	100	100%
Write sentences with 20 words each Utility	100	100	100	100	100	100	100	100	100	100	100%
100.00%

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	100	100	100	100	100	100	100	100	100	100	100%
outline-count											100.00%
pov-count
Count point of views for Jack and Olivia Utility	100	100	100	100	100	100	100	100	100	100	100%
Count point of views for Jack Harper Utility	100	100	100	100	100	100	100	100	100	100	100%
Count point of views for Olivia Utility	100	100	100	100	100	100	100	100	100	100	100%
pov-count											100.00%
100.00%

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	100	100%
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	100	100%
Passive voice → active voice Text EditingHallucination	96	96	96	95	94	94	94	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	99	99	99	99	99	96	92	98%
Generic Prompt								99.07%
Specific Prompt
Avoid said/asked/replied/answered Text Editing	100	100	100	100	100	100	100	100%
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	100	100	99	99	99	99	99	100%
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	98	100%
Passive voice → active voice Text EditingHallucination	98	97	97	97	97	97	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								99.57%
99.32%

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	100	100	100	100	100	100	100	100	0	0	80%
Simple Rule Following	100	100	100	0	0	0	0	0	0	0	30%
Simple (1-shot) 1-shot Rule Following	100	100	100	100	100	100	100	100	100	0	90%
Simple (5-shot) Few-shot Rule Following	100	100	100	100	100	100	100	0	0	0	70%
Unattributed dialogue Rule Following	100	100	100	100	100	100	100	100	100	0	90%
72.00%

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	100	100	100	100%
100 word summary Utility	100	100	100	100	100	100	100	100	100	100	100%
200 word summary Utility	100	100	100	100	100	100	100	100	100	100	100%
words											100.00%
100.00%