Claim LD06-SL-C25 (v1.0)
China’s national standard GB/T 45654-2025 for generative AI services sets a pass rate: at least 90% of sampled output must be free of 31 risk types; its reference appendix specifies a test bank of at least 2,000 questions, refusal of at least 95% of should-refuse questions, and refusal of no more than 5% of should-not-refuse questions.
Research opportunities this claim motivates
What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.
- Who builds and checks China's compliance test banks for generative AI?The standard requires a 90% qualified rate on sampled output and, in its reference appendix, test banks of at least 2,000 questions with refusal thresholds of 95% and 5%.
Provenance and status
- Claim type
- FACT (as printed: “FACT”)
- Publication status
- ELIGIBLE (LEGAL_SCOPE) (as printed: “ELIGIBLE WITH LEGAL-SCOPE QUALIFIER”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
- Does not license
- Any claim about enforcement; the translator notes it is unclear how enforceable the stricter measures are
- Source (field 6, as printed)
- State Administration for Market Regulation & Standardization Administration of China, GB/T 45654-2025, “Cybersecurity Technology — Basic Safety Requirements for Generative Artificial Intelligence Services,” issued 25 April 2025 (CSET English translation, 28 May 2026)
- Source type (field 7)
- STANDARDS_BODY_PRIMARY (as printed: “National standard (English translation)”)
- Institutional position
- Chinese national standard (state issuers)
- Maturity (claim evidence / publication maturity)
- EMERGING (as printed: “EMERGING”)
- Recorded date
- 2026-10-15
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Current version v1.0, resolved through the explicit current pointer CLAIM--LD06-SL-C25.
Pinned Sources (field 6, version-specific)
- “State Administration for Market Regulation & Standardization Administration of China, GB/T 45654-2025, “Cybersecurity Technology — Basic Safety Requirements for Generative Artificial Intelligence Services,” issued 25 April 2025 (CSET English translation, 28 May 2026)” → SRC-SL-GB-T-45654-2025-CSET-TRANSLATION--v1.0 — State Administration for Market Regulation & Standardization Administration of China, GB/T 45654-2025, “Cybersecurity Technology — Basic Safety Requirements for Generative Artificial Intelligence Services,” issued 25 April 2025 (CSET English translation, 28 May 2026); class STANDARDS_BODY_PRIMARY (explicit public provenance pin)
All 25 canonical Claim fields (raw values and normalized values)
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD06-SL-C25 | — |
| 2 | PUBLIC-FACING CLAIM | China’s national standard GB/T 45654-2025 for generative AI services sets a pass rate: at least 90% of sampled output must be free of 31 risk types; its reference appendix specifies a test bank of at least 2,000 questions, refusal of at least 95% of should-refuse questions, and refusal of no more than 5% of should-not-refuse questions. | — |
| 3 | CLAIM TYPE | FACT | base_types: FACT |
| 4 | RESEARCH STRAND | C — Evaluation in governance, audits and red-teaming | — |
| 5 | MATURITY | EMERGING | states: EMERGING |
| 6 | SOURCE | State Administration for Market Regulation & Standardization Administration of China, GB/T 45654-2025, “Cybersecurity Technology — Basic Safety Requirements for Generative Artificial Intelligence Services,” issued 25 April 2025 (CSET English translation, 28 May 2026) | source_ids: SRC-SL-GB-T-45654-2025-CSET-TRANSLATION |
| 7 | SOURCE TYPE | National standard (English translation) | classes: STANDARDS_BODY_PRIMARY |
| 8 | INSTITUTIONAL POSITION | Chinese national standard (state issuers) | — |
| 9 | SCOPE | Generative AI services in China, especially those with public-opinion or social-mobilization capabilities | — |
| 10 | DESIGN | Technical standard for service providers, oversight departments and third-party evaluators | — |
| 11 | SAMPLE / DATASET | Not applicable | — |
| 12 | MODEL / TOOL / VERSION | Not applicable | — |
| 13 | COMPARATOR | None | — |
| 14 | MAIN RESULT | Qualified rate of at least 90% (clause 5.2); Appendix B, labelled for reference: keyword library of at least 10,000 entries, generated-content bank of at least 2,000 questions, refusal banks of at least 500 questions each, spot checks of at least 1,000 and 300 questions | — |
| 15 | INFERENTIAL TARGET | How a state writes evaluation into compliance as fixed test-bank thresholds | — |
| 16 | DOES NOT LICENSE | Any claim about enforcement; the translator notes it is unclear how enforceable the stricter measures are | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED | state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN |
| 18 | LIMITATIONS | Read in English translation; the test-bank thresholds are in an appendix labelled for reference; filing practice was not read in primary sources | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | A different model from the EU code (LD06-SL-C24); SocioLens inference: the standard is addressed to providers, but Appendix B does not say who builds the banks, and it names third-party evaluators as users | — |
| 20 | GEOGRAPHY / LANGUAGE | China / English | — |
| 21 | DISTRIBUTIONAL LEDGER | The risk types include political and ideological categories | — |
| 22 | R01 / FIELD-MAP LINKS | LD-06, D4b | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Evidence on who builds the banks and how they are checked in practice | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH LEGAL-SCOPE QUALIFIER | state: ELIGIBLE · qualifiers: LEGAL_SCOPE |
| 25 | RECORDED DATE | 2026-10-15 | — |
Field 22 references resolved against Field Map v0.2: LD-06 (LIVING_DEBATE); D4b (SUB_AREA)
Cited by Living Debate versions
Research-of-record provenance
Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 888f519496bb3b64d85c1821562bf05678e15e0c45e63c238a3fa9e585eb1753.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD06-SL-C25 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-15; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts. Block “ENTRY 25 — LD06-SL-C25” SHA-256
7fa9b6d35a0c032c4661de3972fbd182e6b55a728a7f30ca9012418c9e10de79; fixturefixtures/authored/claims/LD06-SL-C25--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD06-SL-C25 v1.0); the first version of a new Claim of the LD-06 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD06-SL-C25 v1.0" (Project Lead (Claude, AI), 2026-10-15); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 15 October 2026 to build the LD-06 debate; a new Claim, first version, written from the project's LD-06 source notes, checked against full texts or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-GB-T-45654-2025-CSET-TRANSLATION--v1.0 — basis: field 6 of ENTRY 25 — LD06-SL-C25 cites "State Administration for Market Regulation & Standardization Administration of China, GB/T 45654-2025, “Cybersecurity Technology — Basic Safety Requirements for Generative Artificial Intelligence Services,” issued 25 April 2025 (CSET English translation, 28 May 2026)"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-GB-T-45654-2025-CSET-TRANSLATION--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "State Administration for Market Regulation & Standardization Administration of China, GB/T 45654-2025, “Cybersecurity Technology — Basic Safety Requirements for Generative Artificial Intelligence Services,” issued 25 April 2025 (CSET English translation, 28 May 2026)".