Say it like this
- We need to implement tokenization before feeding data to the model
- The tokenization step is crucial for preprocessing
- Tokenization handles both English and non-Latin scripts
Use it at work
AI
- Tokenization splits text into tokens.
- Tokenization works differently for Chinese.
Payments
- Tokenization replaces card numbers with tokens.
- We never store real card numbers, thanks to tokenization.
Debugging
- The token count is off because of tokenization.
- Emojis use many tokens after tokenization.
Don't say this
Tokenization is a noun, not a verb. Use 'perform tokenization' or 'tokenize' (verb form).
Practice
Try it
4 quick exercises
1. We applied _______ to convert the raw text into vectors for the machine learning model.
2. Which sentence uses tokenization incorrectly?
3. You are explaining to a colleague why tokenization matters. Which sounds most professional?
4. Rewrite this in natural tech English: 'We must split up the code into smaller pieces before the parser can read it.'
Say it out loud
Phrase 1 of 3
"We need to implement tokenization before feeding data to the model"
We don't save your recording. The word check uses your browser's speech recognition.
More about tokenization
Real examples(3)
- in a standup
"We completed the tokenization module for the payment API last sprint."
- in a code review
"The tokenization logic needs to handle edge cases like punctuation and special characters."
- in a team meeting
"Our new tokenization strategy reduces memory usage by 30 percent."
More mistakes(2)
Handle with care. Do not confuse tokenization (breaking data into tokens) with tokenomics (economics of cryptocurrency tokens). Also avoid using as a verb form without proper grammar.
- ✕The tokenization is very fast algorithm.✓The tokenization process is very fast.
Tokenization is a process or noun phrase; avoid vague constructions with 'algorithm'.
- ✕We use tokenization for all security needs.✓We use tokenization for protecting sensitive payment data.
Tokenization has specific use cases; avoid overgeneralization.
Other forms(3)
- tokenization noun
"Tokenization improves model performance on text classification tasks."
- tokenize verb
"We tokenize the input before passing it to the neural network."
- tokenized past participle
"The tokenized data is ready for training."
Often used with(5)
- implement tokenization · To set up or deploy a tokenization system
- tokenization process · The sequence of steps involved in tokenization
- tokenization layer · A component in a system responsible for tokenization
- perform tokenization · To execute or carry out tokenization
- tokenization strategy · The approach or method chosen for tokenization
Similar words(3)
- segmentation · Breaking data into segments; broader term but less common in ML contexts
- parsing · Converting code into tokens; more specific to programming languages
- splitting · Dividing text or data; informal and less precise than tokenization
Opposites(3)
- concatenation
- aggregation
- merging
Questions(5)
- What does tokenization mean in software engineering?
- Tokenization is the process of breaking down data, text, or code into smaller units called tokens. In machine learning, it splits text into words or subwords. In security, it replaces sensitive data with non-sensitive placeholders. In compilers, it converts source code into a stream of tokens before parsing.
- How do you use tokenization in a sentence at work?
- You can say 'We implemented tokenization to improve model accuracy,' 'The tokenization layer processes user input before classification,' or 'We use tokenization to protect credit card data.' The noun form 'tokenization' is most common.
- Is tokenization formal or informal?
- Tokenization is a formal, technical term used in professional documentation, code reviews, and technical presentations. It is not slang and should be used in professional contexts.
- What is the difference between tokenization and tokenomics?
- Tokenization is a technical process of breaking data into tokens. Tokenomics refers to the economic design and incentive structure of cryptocurrency tokens. Do not confuse these two terms.
- When do you use the verb form tokenize instead of tokenization?
- Use the verb 'tokenize' when describing an action: 'We tokenize the input before training.' Use the noun 'tokenization' when referring to the process or result: 'Tokenization improves accuracy.'
