inception/mercury
Inception MercuryRelease Date
Jun 25th, 2025Context Size
128kReasoning
NoBenchmark Cost
$1.23Speed
165.8 tok/sCategories
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 | ||||||
| 68 | 68 | 68 | 65 | 65 | 67% | |
| 67 | 65 | 62 | 61 | 61 | 63% | |
| 74 | 73 | 67 | 67 | 64 | 69% | |
| 75 | 72 | 69 | 66 | 60 | 68% | |
| 77 | 74 | 70 | 68 | 65 | 71% | |
| 76 | 71 | 71 | 69 | 67 | 71% | |
| Detailed Writing Rules | 68.11% | |||||
| genre | ||||||
| 63 | 63 | 58 | 56 | 55 | 59% | |
| 67 | 62 | 59 | 55 | 55 | 60% | |
| 74 | 72 | 72 | 66 | 66 | 70% | |
| 69 | 68 | 65 | 63 | 61 | 65% | |
| 74 | 71 | 66 | 62 | 61 | 67% | |
| 71 | 71 | 71 | 66 | 64 | 69% | |
| genre | 64.87% | |||||
| Novelcrafter Default Prompt | ||||||
| 68 | 67 | 66 | 64 | 63 | 66% | |
| 76 | 66 | 64 | 64 | 61 | 66% | |
| 79 | 76 | 75 | 75 | 66 | 74% | |
| 79 | 78 | 75 | 73 | 59 | 73% | |
| 77 | 74 | 73 | 70 | 66 | 72% | |
| 71 | 71 | 66 | 64 | 61 | 67% | |
| Novelcrafter Default Prompt | 69.53% | |||||
| 67.50% | ||||||
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 |
|---|---|---|---|---|---|---|
| 88 | 86 | 83 | 81 | 81 | 84% | |
| 90 | 90 | 84 | 83 | 80 | 85% | |
| 87 | 86 | 85 | 84 | 75 | 83% | |
| 90 | 89 | 87 | 82 | 81 | 86% | |
| 84.53% | ||||||
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 | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 25 | 93% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 25 | 93% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| basic entries | 96.25% | ||||||||||
| detailed entries | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| detailed entries | 100.00% | ||||||||||
| 98.13% | |||||||||||
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 | |||||||||||
| 81 | 73 | 72 | 70 | 66 | 62 | 61 | 61 | 57 | 46 | 65% | |
| 95 | 86 | 83 | 80 | 76 | 76 | 71 | 71 | 69 | 62 | 77% | |
| 84 | 84 | 80 | 80 | 79 | 77 | 75 | 75 | 75 | 55 | 76% | |
| 100 | 97 | 97 | 97 | 97 | 97 | 97 | 97 | 88 | 88 | 95% | |
| matrix | 78.40% | ||||||||||
| tiers | |||||||||||
| 100 | 93 | 93 | 93 | 93 | 93 | 93 | 93 | 87 | 87 | 93% | |
| 100 | 100 | 100 | 100 | 94 | 86 | 86 | 86 | 86 | 79 | 92% | |
| 96 | 94 | 89 | 88 | 85 | 85 | 81 | 78 | 77 | 70 | 84% | |
| 92 | 84 | 79 | 79 | 75 | 75 | 71 | 71 | 67 | 54 | 75% | |
| tiers | 85.87% | ||||||||||
| 82.13% | |||||||||||
Data extraction
Extract key details from a given block of text.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 90% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 90.83% | |||||||||||
Dialogue tags
Various tasks related to dialogue tags in text.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| dialogue-200 | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 86 | 50 | 18 | 85% | |
| 100 | 100 | 99 | 97 | 87 | 77 | 50 | 47 | 41 | 40 | 74% | |
| 98 | 93 | 91 | 91 | 63 | 50 | 50 | 50 | 45 | 2 | 63% | |
| dialogue-200 | 74.20% | ||||||||||
| dialogue-500 | |||||||||||
| 100 | 58 | 36 | 11 | 10 | 0 | 0 | 0 | 0 | 0 | 22% | |
| 86 | 50 | 50 | 50 | 49 | 2 | 1 | 0 | 0 | 0 | 29% | |
| 66 | 51 | 50 | 48 | 46 | 16 | 0 | 0 | 0 | 0 | 28% | |
| dialogue-500 | 25.98% | ||||||||||
| Ungrouped | |||||||||||
| 100 | 100 | 100 | 61 | 61 | 1 | 1 | 1 | 0 | 0 | 42% | |
| 49.00% | |||||||||||
Language Comprehension
Does the model understand more than just English?
| Scenario | #1 | #2 | #3 | #4 | #5 | Total |
|---|---|---|---|---|---|---|
| 100 | 0 | 0 | 0 | 0 | 20% | |
| 100 | 100 | 0 | 0 | 0 | 40% | |
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 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 |
|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 89 | 98% | |
| 100 | 100 | 100 | 100 | 55 | 91% | |
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 50 | 90% | |
| 95.74% | ||||||
N-Length Sentences
Write sentences with exactly N words
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 95 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 96 | 96 | 99% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 84 | 84 | 84 | 95% | |
| 97.97% | |||||||||||
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 | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 90% | |
| outline-count | 96.67% | ||||||||||
| pov-count | |||||||||||
| 100 | 50 | 50 | 50 | 50 | 50 | 50 | 0 | 0 | 0 | 40% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 80% | |
| 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30% | |
| pov-count | 50.00% | ||||||||||
| 73.33% | |||||||||||
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 | ||||||||
| 100 | 100 | 100 | 100 | 89 | 78 | 78 | 92% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 96 | 95 | 95 | 95 | 94 | 94 | 91 | 94% | |
| 99 | 99 | 98 | 98 | 98 | 97 | 96 | 98% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 95 | 95 | 95 | 94 | 92 | 81 | 93% | |
| 79 | 78 | 77 | 76 | 75 | 67 | 60 | 73% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 98 | 100% | |
| 92 | 87 | 84 | 81 | 81 | 80 | 72 | 82% | |
| Generic Prompt | 92.54% | |||||||
| Specific Prompt | ||||||||
| 100 | 100 | 100 | 100 | 100 | 89 | 78 | 95% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 94 | 92 | 92 | 92 | 86 | 82 | 80 | 88% | |
| 98 | 98 | 98 | 98 | 96 | 96 | 95 | 97% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 93 | 93 | 91 | 90 | 87 | 78 | 26 | 80% | |
| 95 | 95 | 88 | 88 | 52 | 51 | 40 | 73% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 99 | 100% | |
| 93 | 91 | 90 | 88 | 85 | 85 | 82 | 88% | |
| Specific Prompt | 91.20% | |||||||
| 91.87% | ||||||||
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 67 | 97% | |
| 96.67% | |||||||||||
Voice/dialogue sheets
Extract dialogue from given text as voice sheets.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10% | |
| 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10% | |
| 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30% | |
| 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 34.00% | |||||||||||
Write N of X
Write exactly N words/sentences/paragraphs...
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| paragraphs | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| paragraphs | 100.00% | ||||||||||
| sentences | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 98 | 100% | |
| 100 | 100 | 100 | 100 | 98 | 98 | 98 | 98 | 92 | 77 | 96% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 92 | 77 | 9 | 88% | |
| sentences | 96.78% | ||||||||||
| words | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 92 | 99% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| words | 99.83% | ||||||||||
| 98.70% | |||||||||||