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tokz

Comparison

Compression is selection; summarization is rewriting.

A summary asks a model to generate a new representation. Tokz selects source spans without paraphrasing them, so the retained material can be checked against the input.

Use summarization when synthesis is the goal

A summary can combine themes, resolve narrative structure, and produce a compact explanation. That generation step also introduces model cost, latency, and possible omissions.

Use extractive compression when provenance matters

Source-backed spans are useful for JSON, logs, tool output, and regulated or auditable context where a rewritten sentence is not an acceptable substitute.

Neither removes evaluation

Selection can drop an answer and a summary can omit a commitment. Test required probes on the original workload and preserve the source for later inspection.