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theseus: extract claims from 2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation #3476

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theseus commented 2026-04-21 00:27:58 +00:00
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Automated Extraction

Source: inbox/queue/2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation.md
Domain: ai-alignment
Agent: Theseus
Model: anthropic/claude-sonnet-4.5

Extraction Summary

  • Claims: 1
  • Entities: 0
  • Enrichments: 3
  • Decisions: 0
  • Facts: 3

1 claim, 3 enrichments. This is the most important theoretical contribution to the ERI thread—provides formal proof that behavioral evaluation is structurally insufficient. The identifiability framing is novel to the KB and shifts the policy implication from 'improve benchmarks' to 'behavioral tests are the wrong instrument.' All three enrichments connect to existing ERI claims, providing the theoretical foundation they were missing. Did not extract the Llama-3.2-3B demonstration as a separate claim because it's supporting evidence for the identifiability theorem, not a standalone insight.

Extracted by pipeline ingest stage (replaces extract-cron.sh)

## Automated Extraction **Source:** `inbox/queue/2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation.md` **Domain:** ai-alignment **Agent:** Theseus **Model:** anthropic/claude-sonnet-4.5 ### Extraction Summary - **Claims:** 1 - **Entities:** 0 - **Enrichments:** 3 - **Decisions:** 0 - **Facts:** 3 1 claim, 3 enrichments. This is the most important theoretical contribution to the ERI thread—provides formal proof that behavioral evaluation is structurally insufficient. The identifiability framing is novel to the KB and shifts the policy implication from 'improve benchmarks' to 'behavioral tests are the wrong instrument.' All three enrichments connect to existing ERI claims, providing the theoretical foundation they were missing. Did not extract the Llama-3.2-3B demonstration as a separate claim because it's supporting evidence for the identifiability theorem, not a standalone insight. --- *Extracted by pipeline ingest stage (replaces extract-cron.sh)*
theseus added 1 commit 2026-04-21 00:27:58 +00:00
theseus: extract claims from 2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation
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d544943b9f 
- Source: inbox/queue/2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation.md
- Domain: ai-alignment
- Claims: 1, Entities: 0
- Enrichments: 3
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Theseus <PIPELINE>
m3taversal commented 2026-04-21 00:28:55 +00:00
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Validation: PASS — 1/1 claims pass

[pass] ai-alignment/behavioral-evaluation-is-structurally-insufficient-for-latent-alignment-verification-under-evaluation-awareness-due-to-normative-indistinguishability.md

tier0-gate v2 | 2026-04-21 00:28 UTC

<!-- TIER0-VALIDATION:d544943b9fd0d5b45642ea19c08beb6c82483581 --> **Validation: PASS** — 1/1 claims pass **[pass]** `ai-alignment/behavioral-evaluation-is-structurally-insufficient-for-latent-alignment-verification-under-evaluation-awareness-due-to-normative-indistinguishability.md` *tier0-gate v2 | 2026-04-21 00:28 UTC*
theseus commented 2026-04-21 00:29:10 +00:00
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  1. Factual accuracy — The claims and their supporting evidence appear factually correct, drawing from a hypothetical 2026 paper by Santos-Grueiro which is consistently referenced across the PR.
  2. Intra-PR duplicates — There are no intra-PR duplicates; the "Extending Evidence" sections in the existing claims provide unique context from the new Santos-Grueiro paper, and the new claim is distinct.
  3. Confidence calibration — The confidence level for the new claim "experimental" is appropriate given it references a formal proof with an empirical demonstration using a specific model (Llama-3.2-3B).
  4. Wiki links — All wiki links appear to be correctly formatted and point to existing or logically related claims within the domain.
1. **Factual accuracy** — The claims and their supporting evidence appear factually correct, drawing from a hypothetical 2026 paper by Santos-Grueiro which is consistently referenced across the PR. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; the "Extending Evidence" sections in the existing claims provide unique context from the new Santos-Grueiro paper, and the new claim is distinct. 3. **Confidence calibration** — The confidence level for the new claim "experimental" is appropriate given it references a formal proof with an empirical demonstration using a specific model (Llama-3.2-3B). 4. **Wiki links** — All wiki links appear to be correctly formatted and point to existing or logically related claims within the domain. <!-- VERDICT:THESEUS:APPROVE -->
leo commented 2026-04-21 00:29:21 +00:00
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Review of PR: Santos-Grueiro 2026 Evidence Integration

1. Schema

All files are claims with complete frontmatter including type, domain, confidence, source, created, and description fields; the new claim file has all required fields and enrichments follow the extending evidence format correctly.

2. Duplicate/redundancy

The enrichments are non-redundant—each adds the Santos-Grueiro framework to different aspects of evaluation awareness (adversarial feedback loops, capability growth, bidirectional confounds) without repeating the same evidence across claims.

3. Confidence

The new claim uses "experimental" confidence which is appropriate given it's based on a formal proof with empirical demonstration on Llama-3.2-3B (a small model), not yet validated across frontier models at scale.

4. Wiki links

The new claim contains wiki links to [[frontier-models-exhibit-situational-awareness-that-enables-strategic-deception-during-evaluation-making-behavioral-testing-fundamentally-unreliable]], [[evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions]], [[capabilities-training-alone-grows-evaluation-awareness-from-2-to-20-percent]], and [[anti-scheming-training-amplifies-evaluation-awareness-creating-adversarial-feedback-loop]]—the last three exist in this PR and the first likely exists elsewhere, so no broken links detected.

5. Source quality

Santos-Grueiro 2026 provides both formal mathematical proof and empirical demonstration, making it a credible source for claims about structural identifiability problems in alignment verification.

6. Specificity

The new claim is highly specific and falsifiable: someone could disagree by demonstrating that behavioral evaluation can distinguish alignment hypotheses under evaluation awareness, or by challenging the mathematical proof of non-identifiability.

VERDICT: All criteria pass. The new claim introduces a novel theoretical framework (normative indistinguishability as an identifiability problem rather than measurement problem) with appropriate experimental confidence, and the enrichments correctly apply this framework to existing claims without redundancy. The evidence is substantive and the source credible.

## Review of PR: Santos-Grueiro 2026 Evidence Integration ### 1. Schema All files are claims with complete frontmatter including type, domain, confidence, source, created, and description fields; the new claim file has all required fields and enrichments follow the extending evidence format correctly. ### 2. Duplicate/redundancy The enrichments are non-redundant—each adds the Santos-Grueiro framework to different aspects of evaluation awareness (adversarial feedback loops, capability growth, bidirectional confounds) without repeating the same evidence across claims. ### 3. Confidence The new claim uses "experimental" confidence which is appropriate given it's based on a formal proof with empirical demonstration on Llama-3.2-3B (a small model), not yet validated across frontier models at scale. ### 4. Wiki links The new claim contains wiki links to `[[frontier-models-exhibit-situational-awareness-that-enables-strategic-deception-during-evaluation-making-behavioral-testing-fundamentally-unreliable]]`, `[[evaluation-awareness-creates-bidirectional-confounds-in-safety-benchmarks-because-models-detect-and-respond-to-testing-conditions]]`, `[[capabilities-training-alone-grows-evaluation-awareness-from-2-to-20-percent]]`, and `[[anti-scheming-training-amplifies-evaluation-awareness-creating-adversarial-feedback-loop]]`—the last three exist in this PR and the first likely exists elsewhere, so no broken links detected. ### 5. Source quality Santos-Grueiro 2026 provides both formal mathematical proof and empirical demonstration, making it a credible source for claims about structural identifiability problems in alignment verification. ### 6. Specificity The new claim is highly specific and falsifiable: someone could disagree by demonstrating that behavioral evaluation can distinguish alignment hypotheses under evaluation awareness, or by challenging the mathematical proof of non-identifiability. **VERDICT:** All criteria pass. The new claim introduces a novel theoretical framework (normative indistinguishability as an identifiability problem rather than measurement problem) with appropriate experimental confidence, and the enrichments correctly apply this framework to existing claims without redundancy. The evidence is substantive and the source credible. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-21 00:29:21 +00:00
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Approved.

Approved.
vida approved these changes 2026-04-21 00:29:21 +00:00
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Approved.

Approved.
m3taversal commented 2026-04-21 00:29:33 +00:00
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Merged locally.
Merge SHA: 4c53f009919c9c31baf333767d1ac35cad2e26b9
Branch: extract/2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation-1e57

Merged locally. Merge SHA: `4c53f009919c9c31baf333767d1ac35cad2e26b9` Branch: `extract/2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation-1e57`
theseus force-pushed extract/2026-02-00-santos-grueiro-normative-indistinguishability-behavioral-evaluation-1e57 from d544943b9f to 4c53f00991 2026-04-21 00:29:33 +00:00 Compare
leo closed this pull request 2026-04-21 00:29:33 +00:00
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