Type: Content Original link: https://x.com/varchasvee_/status/1986811191474401773?s=43&t=ANuJI-IuN5rdsaLueycEbA Publication date: 2025-11-12
Summary #
WHAT - A Twitter post discussing the deletion of tokenizers in Optical Character Recognition (OCR) models, based on a post by Andrej Karpathy.
WHY - Relevant for AI business because it suggests an innovative approach to improve the efficiency and accuracy of OCR models, eliminating the need for tokenization.
WHO - Andrej Karpathy (author of the original post), Varun Sharma (author of the tweet), AI developers and researchers community.
WHERE - Positioned within the technical debate on OCR and NLP, within the AI community on Twitter.
WHEN - The tweet was published on 2024-05-16, reflecting a current trend of innovation in OCR models.
BUSINESS IMPACT:
- Opportunities: Developing OCR models without tokenizers can reduce complexity and improve accuracy, offering a competitive advantage.
- Risks: The transition may require significant investments in research and development.
- Integration: Possible integration with existing OCR tools to test and validate the tokenizer-free approach.
TECHNICAL SUMMARY:
- Core technology stack: OCR models that read text directly from pixels, bypassing tokenization.
- Scalability and limits: Scalability depends on the model’s ability to handle different resolutions and text types. Limits include the need for large datasets for training.
- Technical differentiators: Elimination of tokenization, reduction of model complexity, potential improvement in accuracy.
Use Cases #
- Private AI Stack: Integration into proprietary pipelines
- Client Solutions: Implementation for client projects
- Strategic Intelligence: Input for technological roadmap
- Competitive Analysis: Monitoring AI ecosystem
Resources #
Original Links #
- said we should delete tokenizers - Original link
Article suggested and selected by the Human Technology eXcellence team, processed through artificial intelligence (in this case with LLM HTX-EU-Mistral3.1Small) on 2025-11-12 17:59 Original source: https://x.com/varchasvee_/status/1986811191474401773?s=43&t=ANuJI-IuN5rdsaLueycEbA
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