docs: Revise CRAYON_Research_Paper.tex for academic rigor#4
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Electroiscoding merged 1 commit intomainfrom Mar 16, 2026
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Mar 16, 2026
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- Toned down hype language in Abstract and Introduction.
- Added 'Related Work' section comparing to SentencePiece, HF Tokenizers, and tiktoken.
- Re-framed mathematical claims as empirical heuristics (BPE utility).
- Acknowledged 16-byte SIMD length as an engineering trade-off rather than hardware limit.
- Formatted CPU benchmark data to M/sec and added explicit GPU benchmarks (Tesla T4).
- Expanded limitations to address statistical rigor, ablations, and downstream evaluations.
- Fixed missing \tableofcontents and missing latex bibitem references.
- Toned down hype language in Abstract and Introduction. - Added 'Related Work' section comparing to SentencePiece, HF Tokenizers, and tiktoken. - Re-framed mathematical claims as empirical heuristics (BPE utility). - Acknowledged 16-byte SIMD length as an engineering trade-off rather than hardware limit. - Formatted CPU benchmark data to M/sec and added explicit GPU benchmarks (Tesla T4). - Expanded limitations to address statistical rigor, ablations, and downstream evaluations. - Fixed missing \tableofcontents and missing latex bibitem references. Co-authored-by: Electroiscoding <103299713+Electroiscoding@users.noreply.github.com>
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