---
name: classify-zero-shot
description: Zero-shot classification against a caller-supplied list of candidate labels (deberta-v3-small). Use when the user wants to classify text into a custom set of labels they provide (e.g. "is this positive, negative, or neutral?", "tag this as bug, feature, or question").
argument-hint: "<text> -l <label> [-l <label> ...] | --labels a,b,c"
allowed-tools: Bash(zerogpu classify_zero_shot*)
---

Run zero-shot classification:

```!
zerogpu classify_zero_shot $ARGUMENTS
```

**Quoting (required, to survive shell parsing of arbitrary user text):** format `$ARGUMENTS` with the input text wrapped via heredoc command substitution, then flags after. Inside the heredoc, paste the user's text verbatim — do not escape:

```
"$(cat <<'ZGPU_T'
<the input text, verbatim, multi-line and special chars all OK>
ZGPU_T
)" --labels a,b,c
```

At least one label is required. Either repeat `-l <label>` or pass `--labels a,b,c`.