Compute the MatchErrorRate metric — provided by torchmetrics. Use when the user has predictions and ground-truth and needs to compute MatchErrorRate, or asks how to score with MatchErrorRate.
Scanned 9/11/2026
Install to Claude Code
npx -y skills add qhjqhj00/research-skills-pool --skill matcherrorrate --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: matcherrorrate
description: Compute the MatchErrorRate metric — provided by torchmetrics. Use when the user has predictions and ground-truth and needs to compute MatchErrorRate, or asks how to score with MatchErrorRate.
metadata:
skill_kind: metric
source_lib: torchmetrics
import_path: torchmetrics.MatchErrorRate
source: library_introspection
---
# matcherrorrate
> Metric `MatchErrorRate` from `torchmetrics` (torchmetrics.MatchErrorRate)
## When to invoke this skill
The user has predictions + ground truth and asks to evaluate with MatchErrorRate, or
mentions `torchmetrics.MatchErrorRate` directly, or wants the standard torchmetrics implementation.
## Reference signature
```python
from torchmetrics import MatchErrorRate
# _MatchErrorRate(**kwargs: Any) -> None
```
## Library docstring
```
Wrapper for deprecated import.
>>> preds = ["this is the prediction", "there is an other sample"]
>>> target = ["this is the reference", "there is another one"]
>>> mer = _MatchErrorRate()
>>> mer(preds, target)
tensor(0.4444)
```
## Quick recipe
```python
import torchmetrics as _m
score = _m.MatchErrorRate(y_true, y_pred)
```
## Don'ts
- Don't reimplement when the library version handles edge cases (NaN, ties, empty inputs) better than a hand-rolled formula.
- Always check the library version's argument order — sklearn is `(y_true, y_pred)` while torchmetrics is `(preds, target)`.
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