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Karmyug

Parallel corpora by domain

Human-translated parallel text across legal, medical, financial and tourism domains.

40 language pairsMachine translation

Overview

Domain-specific parallel corpora produced by native translators rather than mined from the web, with terminology enforced against a glossary and a review pass by a second native speaker.

Specification

Format
TMX and JSONL
Domains
Legal, medical, financial, tourism, education
Glossary
Enforced
Review
Second native pass

Sample

Illustrative sample. It shows the structure, fields and metadata of this dataset with invented values, not real recordings or records. A real sample pack is sent on request.

Sample records for Parallel corpora by domain
idlanguageturnsdomainspeaker_rolesexcerptlabelreviewer_agreementqa_status
tx_0001English6Machine translationwriter, reviewerCustomer reports a delayed refund and asks for a status update.resolvedagreeaccepted
tx_0002English12Machine translationwriter, reviewerAgent confirms identity and explains what happens next.escalatedagreeaccepted
tx_0003English4Machine translationwriter, reviewerUser asks a follow-up that depends on the previous turn.resolvedsplit, adjudicatedaccepted
tx_0004English9Machine translationwriter, reviewerCustomer switches topic and the agent re-confirms the goal.clarifiedagreeaccepted
tx_0005English7Machine translationwriter, reviewerConversation closes with a summary and a confirmation.resolvedagreeaccepted

Quality assurance

  • Glossary compliance check
  • Second reviewer pass
  • Alignment verification

Want a real sample before you commit?

The sample above shows the structure. We also send a representative slice that includes the hard cases, plus the QA report and licence terms. No call required.