Cross Lingual Stability Judges Under

Q: What is a Claude Code skill and how does the Cross Lingual Stability Judges Under skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Cross Lingual Stability Judges Under is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: General · Sub-category: general-misc · Last updated: 2026-06-13

Detect and fix cross-lingual evaluation instabilities in LLM-as-a-judge pipelines. Use when: 'audit my multilingual eval pipeline', 'check if my LLM judge is stable across languages', 'set up cross-lingual evaluation', 'calibrate judge scoring for non-English languages', 'diagnose ranking inversions in multilingual benchmarks', 'build controlled generation tests for eval reliability'.

From the source SKILL.md

This skill enables Claude to diagnose, measure, and fix evaluation instability when LLM judges score outputs across multiple languages. Based on Chung & Freienthal (2026), it implements a controlled generation protocol that isolates measurement noise from genuine performance differences: by generating semantically identical content across languages with fixed parameters, you can detect which evaluation dimensions (surface metrics vs. pragmatic judgments) break down in cross-lingual transfer. The core insight is that coherence and instruction-following scores from zero-shot LLM judges exhibit…

What this skill does

Cross Lingual Stability Judges Under is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/cross-lingual-stability-judges-under/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when: 'audit my multilingual eval pipeline', 'check if my LLM judge is stable across languages', 'set up cross-lingual evaluation', 'calibrate judge scoring for non-English languages', 'diagnose ranking inversions in multilingual benchmarks', 'build controlled generation tests for eval reliability'.

Who uses this skill

The Cross Lingual Stability Judges Under Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 121,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/cross-lingual-stability-judges-under
curl -L https://claudskills.com/skills/cross-lingual-stability-judges-under/SKILL.md \
  -o ~/.claude/skills/cross-lingual-stability-judges-under/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/cross-lingual-stability-judges-under/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/cross-lingual-stability-judges-under/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\cross-lingual-stability-judges-under\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Frequently asked questions

How do I install the Cross Lingual Stability Judges Under Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/cross-lingual-stability-judges-under/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Cross Lingual Stability Judges Under skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Cross Lingual Stability Judges Under skill?

Use Cross Lingual Stability Judges Under when your Claude Code task falls under the General category — specifically in the general misc area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Cross Lingual Stability Judges Under" or describe the task and let Claude pick). Browse related skills at /category/general/.

What is a Claude Code skill and how does the Cross Lingual Stability Judges Under skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Cross Lingual Stability Judges Under is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

ndpvt-web. (2026). Cross Lingual Stability Judges Under [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/cross-lingual-stability-judges-under/

BibTeX

@misc{cross-lingual-stability-judges-under-2026,
  author    = {ndpvt-web},
  title     = {Cross Lingual Stability Judges Under [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/cross-lingual-stability-judges-under/}
}

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