bytedance-seed/seed-1.6
ByteDance Seed 1.6Release Date
Dec 23rd, 2025Context Size
256kBenchmark Cost
$3.24Speed
40.3 tok/sCreative writing
67.51%Rule following
78.74%Utility
89.58%Mathematics
100.00%Tooling
89.44%Language
95.15%Logic
91.88%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 | ||||||
| 83 | 79 | 75 | 75 | 73 | 77% | |
| 82 | 77 | 74 | 74 | 74 | 76% | |
| 82 | 82 | 81 | 80 | 79 | 81% | |
| 84 | 83 | 80 | 78 | 69 | 79% | |
| 89 | 88 | 81 | 79 | 76 | 83% | |
| 83 | 78 | 77 | 77 | 74 | 78% | |
| Detailed Writing Rules | 78.86% | |||||
| genre | ||||||
| 84 | 78 | 74 | 73 | 73 | 76% | |
| 71 | 70 | 68 | 67 | 67 | 69% | |
| 79 | 77 | 76 | 75 | 75 | 77% | |
| 78 | 76 | 75 | 74 | 74 | 75% | |
| 78 | 76 | 74 | 70 | 69 | 73% | |
| 80 | 79 | 77 | 75 | 69 | 76% | |
| genre | 74.39% | |||||
| Novelcrafter Default Prompt | ||||||
| 78 | 78 | 75 | 74 | 73 | 76% | |
| 74 | 73 | 73 | 69 | 65 | 71% | |
| 78 | 78 | 75 | 73 | 70 | 75% | |
| 85 | 84 | 81 | 79 | 71 | 80% | |
| 83 | 82 | 76 | 73 | 73 | 77% | |
| 80 | 76 | 75 | 73 | 73 | 76% | |
| Novelcrafter Default Prompt | 75.67% | |||||
| 76.31% | ||||||
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 | |||||||||||
| 97 | 96 | 95 | 94 | 94 | 93 | 93 | 92 | 89 | 89 | 93% | |
| 100 | 98 | 98 | 98 | 96 | 96 | 96 | 96 | 96 | 95 | 97% | |
| 97 | 97 | 97 | 97 | 97 | 97 | 97 | 88 | 88 | 88 | 94% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| matrix | 96.05% | ||||||||||
| tiers | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 92 | 99% | |
| 92 | 92 | 89 | 89 | 89 | 89 | 89 | 89 | 89 | 89 | 90% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 97 | 92 | 92 | 88 | 97% | |
| tiers | 96.45% | ||||||||||
| 96.25% | |||||||||||
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 | 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 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 55% | |
| 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% | |
| 87.92% | |||||||||||
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 | 99 | 84 | 51 | 50 | 50 | 49 | 49 | 29 | 18 | 58% | |
| 99 | 91 | 70 | 69 | 52 | 50 | 50 | 49 | 47 | 0 | 58% | |
| 100 | 96 | 87 | 64 | 56 | 50 | 50 | 41 | 0 | 0 | 54% | |
| dialogue-200 | 56.62% | ||||||||||
| dialogue-500 | |||||||||||
| 69 | 45 | 24 | 10 | 4 | 2 | 2 | 2 | 0 | 0 | 16% | |
| 48 | 33 | 32 | 6 | 3 | 1 | 1 | 0 | 0 | 0 | 12% | |
| 50 | 49 | 43 | 43 | 41 | 27 | 5 | 0 | 0 | 0 | 26% | |
| dialogue-500 | 18.09% | ||||||||||
| Ungrouped | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 90% | |
| 44.87% | |||||||||||
Language Comprehension
Does the model understand more than just English?
| Scenario | #1 | #2 | #3 | #4 | #5 | 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% | |
| 100.00% | ||||||
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 | 100 | 100% | |
| 63 | 60 | 55 | 55 | 50 | 56% | |
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100% | |
| 91.26% | ||||||
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 | 96 | 100% | |
| 100 | 100 | 95 | 94 | 86 | 83 | 79 | 76 | 42 | 41 | 80% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 80 | 80 | 74 | 14 | 85% | |
| 87.95% | |||||||||||
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 | 0 | 0 | 0 | 70% | |
| outline-count | 90.00% | ||||||||||
| pov-count | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 50 | 50 | 50 | 50 | 50 | 75% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 90% | |
| 100 | 100 | 100 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | 40% | |
| pov-count | 68.33% | ||||||||||
| 79.17% | |||||||||||
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 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 0 | 0 | 80% | |
| 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% | |
| 94.00% | |||||||||||
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 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| sentences | 100.00% | ||||||||||
| words | |||||||||||
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100% | |
| 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 98 | 92 | 99% | |
| 100 | 100 | 100 | 100 | 98 | 92 | 77 | 77 | 77 | 27 | 85% | |
| 100 | 98 | 92 | 54 | 54 | 54 | 27 | 9 | 9 | 2 | 50% | |
| 27 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3% | |
| words | 67.35% | ||||||||||
| 87.44% | |||||||||||