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Use when choosing how to tokenize text or which transformer type fits an NLP task, when a tokenizer over-fragments non-English text or inflates token cost, when picking a language metric, or when classification, NER or summarization output looks wrong and it is unclear whether the tokenizer, the architecture or the metric is at fault. Covers subword tokenizers, encoder versus decoder versus encoder-decoder choice, sentence embeddings, and the metric families. NOT retrieval or vector search (that is `embeddings-search`), NOT the RAG loop (that is `rag`), NOT prompt wording (that is `prompt-engineering`), NOT training the network (that is `finetuning`).

Install

npx skills add ericrisco/rsc-harness --skill nlp -a claude-code

Installs to .claude/skills/nlp/ · Each command fetches the skill straight from GitHub with the open skills CLI.

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Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.

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Why 85

Security100
Provenance69
Maintenance100
Licence100
Adoption40

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