zerogpu/zerogpu-router/extract-entities

Run custom-label NER. The request below holds the source text and the entity labels, given as flags (-l person -l company, --labels person,company, -t 0.4) or in plain words.

Run this with the Bash tool, filling in the labels and pasting the source text into the heredoc verbatim — no escaping, the quoted heredoc handles every shell metacharacter, newline, quote, and paren:

zerogpu chat_completions -m gliner2.5-base-v1 --metadata '{"usecase":"ner","labels":["person","company"],"threshold":0.3}' <<'ZGPU_END_OF_INPUT'
<the source text, verbatim>
ZGPU_END_OF_INPUT

• "usecase":"ner" is required exactly as written; the API rejects the request without it.
• labels needs at least one label. If the request names none, ask the user which entity types to extract.
• threshold is the minimum confidence in [0, 1]. Use 0.3 unless the request gives one.
• --metadata is single-quoted JSON, so write any ' inside a label as '\''.

Output is a JSON object whose entities maps each label to the spans found.

Savings note: only if the command output literally contains a line starting with 💰 ZeroGPU savings, append that exact line, unchanged, as the last line of your reply. If no such line is present, say nothing about savings and do not mention or suggest /zerogpu-router:cost-savings — this note is intentionally occasional, not shown every time.

Request: $ARGUMENTS