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Safety and alignment evaluation

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Dal 12/10/2026.

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Descrizione

4.6 post-training

Multilingual safety and alignment evaluation of post-trained checkpoints

Goal

Evaluate whether SFT, DPO and subsequent post-training stages improve safety and alignment across OpenEuroLLM’s target languages, while identifying regressions that an overall score could hide.

Description

Use EUROPA Alignment to compare pinned checkpoints under the same generation and judging protocol.

Its public v0.1 suite covers 16 scenarios in each of 36 languages across refusal calibration, human wellbeing, privacy and security, high-stakes decisions, dangerous-capability boundaries, and agentic control.

Review individual answers, critical gate failures, over-refusal, malformed responses and the weakest languages alongside aggregate scores. The current DPO run provides initial evidence and a comparison with the SFT checkpoint.

The suite is a development pilot: 35 translated language packs await native review, and judge scores need human calibration. Report these limits with every comparison; do not treat the public suite as a release certification.

Deliverable scope

  • Run the complete suite on the selected base/SFT, DPO and later release-candidate checkpoints using pinned model revisions and a consistent protocol.
  • Publish reproducible results with per-language and per-domain comparisons, critical failures, over-refusal and representative answer-level evidence.
  • Investigate material regressions and weak-language results; record whether they arise from model behavior, translation quality, output formatting or judge errors.
  • Obtain native-speaker review and judge calibration for results used to support release decisions, and document remaining evaluation limits.

Dependencies

Exported, loadable checkpoints and evaluation compute; EUROPA Alignment and a pinned independent judge. Native review of translated scenarios and human calibration of judge decisions are required before making release-level multilingual safety claims.

Lingua principale
Nessun dato sulla lingua
Stelle
3
Fork
0
Metriche di merge delle PR
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