bytedance-seed/seed-1.6-flash
ByteDance Seed 1.6 FlashRelease Date
Dec 23rd, 2025Context Size
256kReasoning
YesBenchmark Cost
$0.59Speed
150.9 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 | ||||||
| 79 | 78 | 75 | 74 | 74 | 76% | |
| 83 | 80 | 78 | 76 | 76 | 79% | |
| 87 | 85 | 84 | 83 | 79 | 84% | |
| 93 | 82 | 79 | 78 | 77 | 82% | |
| 85 | 82 | 82 | 79 | 76 | 81% | |
| 87 | 85 | 85 | 85 | 76 | 84% | |
| Detailed Writing Rules | 80.72% | |||||
| genre | ||||||
| 80 | 80 | 79 | 72 | 69 | 76% | |
| 83 | 80 | 78 | 76 | 74 | 78% | |
| 88 | 83 | 82 | 81 | 78 | 83% | |
| 84 | 80 | 78 | 77 | 75 | 79% | |
| 85 | 82 | 80 | 80 | 80 | 81% | |
| 83 | 82 | 79 | 78 | 77 | 80% | |
| genre | 79.43% | |||||
| Novelcrafter Default Prompt | ||||||
| 84 | 80 | 78 | 76 | 75 | 79% | |
| 87 | 81 | 80 | 79 | 79 | 81% | |
| 86 | 85 | 81 | 79 | 75 | 81% | |
| 92 | 84 | 81 | 79 | 79 | 83% | |
| 88 | 84 | 83 | 82 | 81 | 84% | |
| 90 | 80 | 78 | 77 | 77 | 80% | |
| Novelcrafter Default Prompt | 81.34% | |||||
| 80.50% | ||||||
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 |
|---|---|---|---|---|---|---|
| 92 | 85 | 84 | 83 | 83 | 85% | |
| 94 | 91 | 87 | 87 | 85 | 89% | |
| 91 | 84 | 82 | 79 | 71 | 82% | |
| 93 | 91 | 85 | 83 | 80 | 87% | |
| 85.54% | ||||||
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 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| basic entries | 98.13% | ||||||||||
| detailed entries | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 25 | 17 | 84% | |
| 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 | 25 | 13 | 84% | |
| detailed entries | 90.10% | ||||||||||
| 94.11% | |||||||||||
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 | |||||||||||
| 82 | 80 | 76 | 76 | 75 | 74 | 73 | 71 | 71 | 69 | 75% | |
| 91 | 89 | 88 | 86 | 84 | 84 | 82 | 81 | 80 | 72 | 84% | |
| 97 | 93 | 90 | 88 | 84 | 84 | 83 | 80 | 80 | 79 | 86% | |
| 97 | 97 | 97 | 97 | 93 | 93 | 93 | 93 | 88 | 84 | 93% | |
| matrix | 84.40% | ||||||||||
| tiers | |||||||||||
| 100 | 93 | 93 | 93 | 93 | 93 | 93 | 93 | 93 | 83 | 93% | |
| 100 | 94 | 94 | 94 | 94 | 94 | 94 | 94 | 92 | 89 | 94% | |
| 94 | 91 | 91 | 91 | 91 | 91 | 88 | 82 | 82 | 73 | 87% | |
| 93 | 93 | 93 | 90 | 90 | 87 | 87 | 84 | 76 | 72 | 87% | |
| tiers | 90.30% | ||||||||||
| 87.35% | |||||||||||
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 | 50 | 95% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 50 | 50 | 90% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 50 | 95% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 50 | 50 | 90% | |
| 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% | |
| 89.17% | |||||||||||
Dialogue tags
Various tasks related to dialogue tags in text.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| dialogue-200 | |||||||||||
| 43 | 30 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7% | |
| 100 | 99 | 76 | 50 | 49 | 45 | 41 | 4 | 2 | 0 | 47% | |
| 63 | 56 | 28 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 16% | |
| dialogue-200 | 23.30% | ||||||||||
| dialogue-500 | |||||||||||
| 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 43 | 43 | 40 | 23 | 18 | 16 | 13 | 13 | 0 | 0 | 21% | |
| 48 | 45 | 36 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 14% | |
| dialogue-500 | 11.59% | ||||||||||
| Ungrouped | |||||||||||
| 100 | 100 | 100 | 61 | 61 | 61 | 14 | 14 | 14 | 0 | 52% | |
| 22.42% | |||||||||||
Language Comprehension
Does the model understand more than just English?
| Scenario | #1 | #2 | #3 | #4 | #5 | Total |
|---|---|---|---|---|---|---|
| 100 | 100 | 0 | 0 | 0 | 40% | |
| 100 | 100 | 0 | 0 | 0 | 40% | |
| 0 | 0 | 0 | 0 | 0 | 0% | |
| 100 | 100 | 100 | 100 | 0 | 80% | |
| 40.00% | ||||||
Language Writing
Can the model generate text in different languages?
| Scenario | #1 | #2 | #3 | #4 | #5 | Total |
|---|---|---|---|---|---|---|
| 100 | 100 | 100 | 91 | 90 | 96% | |
| 100 | 100 | 100 | 80 | 80 | 92% | |
| 58 | 56 | 54 | 53 | 0 | 44% | |
| 100 | 100 | 100 | 93 | 92 | 97% | |
| 94 | 93 | 89 | 89 | 50 | 83% | |
| 82.45% | ||||||
N-Length Sentences
Write sentences with exactly N words
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 100 | 96 | 91 | 91 | 89 | 87 | 85 | 72 | 60 | 87% | |
| 100 | 100 | 100 | 100 | 95 | 94 | 83 | 77 | 76 | 3 | 83% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 87 | 83 | 78 | 75 | 92% | |
| 87.37% | |||||||||||
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 | 0 | 90% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 90% | |
| outline-count | 93.33% | ||||||||||
| pov-count | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 80% | |
| 100 | 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 40% | |
| pov-count | 73.33% | ||||||||||
| 83.33% | |||||||||||
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 | 100 | 100 | 72 | 96% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 98 | 94 | 94 | 91 | 90 | 82 | 32 | 83% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 99 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 96 | 99% | |
| 99 | 99 | 99 | 99 | 99 | 99 | 72 | 95% | |
| 94 | 94 | 92 | 89 | 89 | 88 | 88 | 90% | |
| 100 | 100 | 100 | 99 | 99 | 97 | 96 | 99% | |
| 92 | 92 | 92 | 92 | 91 | 88 | 85 | 90% | |
| Generic Prompt | 94.79% | |||||||
| Specific Prompt | ||||||||
| 100 | 100 | 100 | 100 | 100 | 89 | 83 | 96% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 99 | 93 | 92 | 92 | 92 | 86 | 23 | 83% | |
| 100 | 99 | 98 | 98 | 98 | 96 | 88 | 97% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 91 | 99% | |
| 93 | 93 | 91 | 88 | 88 | 83 | 78 | 88% | |
| 100 | 100 | 100 | 100 | 100 | 99 | 96 | 99% | |
| 99 | 97 | 96 | 95 | 93 | 93 | 93 | 95% | |
| Specific Prompt | 95.16% | |||||||
| 94.97% | ||||||||
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 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0% | |
| 0.00% | |||||||||||
Voice/dialogue sheets
Extract dialogue from given text as voice sheets.
| Scenario | #1 | #2 | #3 | #4 | #5 | #6 | #7 | #8 | #9 | #10 | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 0 | 70% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 90% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 80% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 0 | 70% | |
| 66.00% | |||||||||||
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 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 98 | 98 | 92 | 0 | 89% | |
| 100 | 98 | 9 | 9 | 9 | 0 | 0 | 0 | 0 | 0 | 23% | |
| sentences | 82.27% | ||||||||||
| words | |||||||||||
| 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 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30% | |
| 27 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3% | |
| 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1% | |
| words | 46.57% | ||||||||||
| 72.63% | |||||||||||