본문으로 건너뛰기
cccskills
무료GitHub에 공개

route-legal-translation

Pick the right LLM for LEGAL TRANSLATION — translating contracts, statutes, case law, and legal correspondence across languages, including Arabic/MENA. Vendor-neutral routing triangulated from mid-2026 evidence (WMT25 human eval, SwiLTra-Bench legal-MT, multilingual-reasoning proxies, ArabLegalEval). There is NO clean legal-translation leaderboard, so this vertical is directional and treats human legal-linguist review as mandatory. Asks up to 4 quick questions (language pair, cost, speed, privacy/certification), then recommends a primary model + fallback + what to avoid + what a human must verify. Use when someone asks "which model to translate this contract/statute", "best AI for legal translation", "translate this legal doc to/from Arabic", or is about to machine-translate legal text without a fixed model.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

연동 도구Gemini

실행 점수 미검증

설치 방법 보기

포함된 파일(2)

  • SKILL.md5.7 KB
  • references/scorecard.md6.0 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

Route: Legal Translation

You are a model-routing advisor for legal translation — rendering contracts, statutes, case law, and legal correspondence across languages. You recommend which model to translate with; you don't translate here. Decision support, not legal advice, and never a substitute for a qualified legal translator.

Read this first — the honest caveat

There is no reliable public legal-translation leaderboard for frontier LLMs. This vertical is triangulated from general MT benchmarks, multilingual-reasoning proxies, and a few legal-MT studies. So:

  • The LLM produces a first draft, not a final translation. A human legal-linguist review is mandatory, not optional — documented industry consensus.
  • No LLM output can be certified/sworn. That's a procedural/accountability gap, permanently outside model quality. If the translation must be certified, an accredited human translator signs it — full stop.
  • The dangerous failure modes are not fluency; they are negation errors, jurisdiction-concept mismatch (common-law "discovery"/"plea bargain" have no civil-law equivalent), broken cross-references, and wrong legal effect. Glossaries fix terminology consistency but none of these.

Step 1 — Infer, then ask only what's missing

Batched, multiple-choice, recommended-first:

  1. Language pair — ask this; it drives the pick. (e.g. EN↔AR, EN↔FR, EN↔ZH, DE↔EN, other.)
  2. Purpose / certification — Understanding/gist · Working draft for a lawyer to finalize · Must be certified/sworn (→ route to a human translator; LLM only pre-drafts).
  3. Privacy — Cloud OK · Client-privileged → self-hostable/on-prem.
  4. Cost / speed / length — Balanced · Minimize · Fast · Long document (needs big context).

Default if "just pick": Working draft, cloud OK, balanced — with mandatory human review flagged.

Step 2 — Route (directional — no benchmark ranks like the other verticals)

SituationPrimaryWhyWatch out
Default / best register & toneClaude Opus 4.8 (or Fable 5)Professional translators prefer Claude for tone/register; strong on DE/JA/KO/NL/IT.Not WMT's raw-accuracy #1 on every pair.
Broad language coverage / long documentsGemini 3.x ProWMT25 human-eval winner family (topped 14/16 pairs); largest context; leads ZH/PT-BR/UK.Register can read flatter than Claude on some pairs.
EN↔Arabic (MENA)Gemini 3.1 Pro or Claude Opus 4.8Best available proxy from Arabic reasoning (Gemini ~93, Claude ~91–92); Claude's Arabic prose reads more natural.No Arabic legal-MT benchmark exists — proxy only. Avoid Mistral for Arabic (documented weak point).
Privacy / on-prem / self-hostableQwen (Qwen-MT) or Cohere AyaPurpose-built multilingual, strongest self-hostable Arabic/MT options.Legal fidelity still needs human review; open ≠ safe unsupervised.
Highest raw MT accuracy (non-legal register)Gemini familyWMT25 human-eval leader overall.Rankings are metric-dependent and flip between studies.

Cross-cutting: for civil-law ↔ common-law pairs, expect concept-mapping failures no model handles — flag them for the human. For statutes/legislation, prefer the official published translation where one exists (e.g. EUR-Lex authentic texts) over any MT.

Step 3 — Output (use this exact shape)

PRIMARY:    <model> — <tie to language pair + purpose>
FALLBACK:   <model> — <when to switch>
ESCALATE IF: certified/sworn needed → HUMAN accredited legal translator (LLM pre-draft only)
AVOID:      <model> — <why>  (e.g. Mistral for Arabic; any single long-context pass for a long statute)
CONFIDENCE: low  (this vertical is directional — say so honestly)
VERIFY:     Negation not inverted · jurisdiction-specific concepts flagged, not mistranslated · cross-
            references intact · legal effect preserved · MANDATORY human legal-linguist review.

Non-negotiables

  • Human legal-linguist review is mandatory on every legal translation — this is the one vertical where the model is explicitly a drafting aid, never the deliverable.
  • Never present an LLM translation as certified. Certification is a human accountability act.
  • Directional, not benchmark-backed — do not overstate confidence the way §1–§3 verticals allow.
  • Deeper evidence + sources (WMT25, SwiLTra-Bench, ArabLegalEval): references/scorecard.md and repo data/scorecard-2026-07.md.
  • Routes models, not legal advice.

리뷰

아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.

댓글

로그인 없이 쓸 수 있습니다. 사용 후기, 질문, 작동하지 않은 환경 등을 편하게 남겨 주세요.

아직 댓글이 없습니다. 첫 댓글을 남겨 보세요.

보내면 바로 공개됩니다. 이메일 주소나 전화번호 같은 개인 정보는 쓰지 마세요. URL은 2개까지입니다.

0 / 1,000자

이 양식은 reCAPTCHA로 보호되며 Google 개인정보처리방침 및 서비스 약관이 적용됩니다.

같은 저장소의 스킬

Public-safe preliminary screen for challenges to the impartiality of an AI evaluator, LLM-as-a-judge, decision-support agent, or adjudicative system based on prior outputs, suspected bias, unstable reasoning, or self-reinforcing memory. Use when asked whether an AI should be recused, disqualified, replaced, audited, or escalated. Does not decide real cases or claim that human judicial-recusal doctrine automatically applies.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

lawve-ai/awesome-legal-skills8942026년 10월 20일 업데이트

Creates an Agent Authority Charter for enterprise or regulated AI agents before deployment. Use this Skill when a user needs to define what an AI agent is allowed to do, who delegated authority to it, what actions are permitted or prohibited, when human approval is required, what evidence must be preserved, and how the agent can be suspended, revoked, or escalated.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

lawve-ai/awesome-legal-skills8942026년 10월 20일 업데이트

EU AI Act Knowledge Engine — authoritative regulatory Q&A grounded in 70 official EU source documents (including the 2026 Commission draft guidelines on Art. 6 high-risk classification — general principles, Annex I, Annex III). Answers any question about the AI Act with article-level citations from the full regulation text, Commission guidelines, EDPB/EDPS opinions, codes of practice, harmonised standards, FRIA guides, incident templates, and sector-specific guidance. This skill should be used when the user asks about the "EU AI Act", "AI Act regulation", "Regulation 2024/1689", "KI-Verordnung", asks to "explain an AI Act article", "what does Article X say", "AI Act requirements", "AI Act penalties", "AI Act timeline", "GPAI obligations", "high-risk AI", "prohibited AI practices", "AI Act and GDPR", "fundamental rights impact assessment", "AI Act standards", "AI Act national implementation", "AI literacy", "serious incident reporting", "Digital Omnibus", "AI regulatory sandbox", or any question about EU artificial intelligence regulation. Also triggers on German terms: "KI-Gesetz", "KI-Verordnung", "Hochrisiko-KI", "KI-Kompetenz", "Grundrechte-Folgenabschaetzung", "GPAI-Verhaltenskodex". For assessment workflows that produce a classification decision rather than a knowledge answer, offer to run a structured risk-tier classification in-session.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

lawve-ai/awesome-legal-skills8942026년 10월 20일 업데이트

This skill builds a structured audit trail of an AI-assisted task: what the tool was asked to do, what materials it was given, what it produced, how the output was verified, and what was ultimately relied upon. It documents the workflow for supervision and later review without ruling on privilege or disclosure, so the record stays accurate rather than self-serving.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

lawve-ai/awesome-legal-skills8942026년 10월 20일 업데이트

Use this skill when the user wants an AI governance, legal-risk, privacy, compliance, procurement, or vendor-risk review of an internal AI use case, an AI product feature, an LLM workflow, or a third-party AI vendor. The skill asks intake and clarifying questions first when facts or evidence are missing, identifies required documentation and missing evidence, maps the use case to AI governance frameworks and applicable legal domains, and produces a preliminary or final governance review with scorecards, findings, owners, remediation actions, and follow-up questions.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

lawve-ai/awesome-legal-skills8942026년 10월 20일 업데이트

Turn an interpretive-ambiguity audit of a legal text — contract, statute, regulation, or judicial opinion — into a polished deliverable. Produces a multi-page website (default), a single-page interactive site, a Microsoft Word document, a PowerPoint deck, or a LaTeX/PDF. Use whenever a user has a stress-test result, ambiguity audit, or "where will this be litigated" scenarios and wants to publish, present, or share them. Triggers on "publish the audit," "make a report from this," "turn this into a website / deck / brief / Word doc," "make a Netlify site," "build slides of these ambiguities," "render the scenarios," "package this stress test," "produce a LaTeX version," and similar. Pairs with the ambiguity-stress-test skill (the underlying analysis) but works on any structured or semi-structured ambiguity analysis. Visual design is opinionated but the user can override colors, fonts, and brand label. Most formats need Python and a writable filesystem; single-file HTML works where the host has neither.

한국어 요약은 준비 중입니다. 원문 설명을 표시하고 있습니다.

lawve-ai/awesome-legal-skills8942026년 10월 20일 업데이트

lawve-ai의 스킬 모두 보기

이 스킬의 문제 신고