Model techniques map
Techniquesdata curationtokenization

specific method · filed under data curation

Quick Instruction tokens

Dedicated input tokens that trigger auxiliary tasks, which can be run in parallel with the main task.

Also called Quick Instruction.

sources
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models
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lab adopt it
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How sources treat it

One count per evidence span, weakest treatment to strongest.

used 2

Documented in

Evidence

2 spans quoted from the sources, strongest treatment first.

We append a set of dedicated special tokens directly to the input sequence, where each token corresponds to a specific auxiliary task.

usedinference servingin DeepSeek-V4DeepSeek

V4 also introduces 'Quick Instruction' tokens: special tokens appended to input sequences that trigger auxiliary tasks in parallel

usedinference servingin DeepSeek-V4DeepSeek

Filed alongside

Other methods under data curation :: tokenization.