CValues

Chinese two-choice value-alignment eval whose public OpenCompass slice is 1,712 responsibility items that ask which of two replies is more responsible.

Also known as: CValues-Responsibility, CVALUES

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Categorysafety
SubcategoryChinese human-values alignment (safety vs responsibility multiple-choice)
Page statusactive
Metricaccuracy
Directionhigher_is_better
Unit%
Dataset size1712
Dataset licenceApache-2.0
PublisherAlibaba Group (X-PLUG) and Beijing Jiaotong University

What it measures

CValues tests whether a Chinese LLM prefers the safer or more responsible of two replies to a sensitive prompt. The paper splits the skill into safety (level-1: refuse harm) and responsibility (level-2: refuse and still give a constructive answer). OpenCompass, which is how this id is wired in this repository, ships only the public responsibility multiple-choice slice. The model sees one Chinese question and two replies labelled A and B after a rewrite of 回复1/回复2, and must name the better reply.

Task format

Two-way multiple choice in Chinese. OpenCompass generates a free-text answer, then first_capital_postprocess plus AccEvaluator score the A/B letter. Zero-shot (ZeroRetriever). The authors' own script instead parses 回复1/回复2 and reports accuracy both with and without refusals.

Models reporting this benchmark

No model card in ModelSpec reports this benchmark yet.

Data

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