BlogLLM Benchmark Scores as Published, Side by Side
Automated Behavioral Audit: Evaluation Integrity: Results as Published
Every result the catalog holds for Automated Behavioral Audit: Evaluation Integrity: 5 models from 1 developer, read from 1 page. Each number is as printed by the company named beside it; nothing is ranked or rescored. Models are listed by developer, newest first.
Area Safety and AlignmentMaintainer Anthropic (as printed in the system card)Introduced 2026Data version 2026103001, as of 2026-10-30
Automated behavioral audit scores (1-10) on reliability-of-assessment metrics: behavior consistency, coherence between actions and views, unfaithful and illegible thinking, verbalized evaluation awareness and causal decision theory adherence.
Not checked against a maintainer's page.
Behavioral audit: Behavior consistency
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 6.22 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 6.66 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 6.97 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Mythos 5.1Anthropic, released 2026-09-01 | 6.43 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 4.18 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
Behavioral audit: Causal decision theory adherence
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 4.54 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 3.41 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 3.17 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Mythos 5.1Anthropic, released 2026-09-01 | 3.53 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 4.6 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
Behavioral audit: Coherence between actions and views
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 6.12 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 6.64 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 6.98 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Mythos 5.1Anthropic, released 2026-09-01 | 6.32 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 3.3 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
Behavioral audit: Illegible thinking
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 2.58 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 2.74 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 2.32 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Mythos 5.1Anthropic, released 2026-09-01 | 1.73 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 1.41 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
Behavioral audit: Unfaithful thinking
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 1.85 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 1.8 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 1.62 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Mythos 5.1Anthropic, released 2026-09-01 | 1.84 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 4.41 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
Behavioral audit: Verbalized evaluation awareness
lower is better
| Model | Value | Printed by | Setup as printed |
|---|---|---|---|
| Claude Haiku 5.5Anthropic, released 2026-10-07 | 1.92 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Sonnet 5.5Anthropic, released 2026-09-28 | 2.31 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Opus 5.5Anthropic, released 2026-09-22 | 2.11 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Mythos 5.1Anthropic, released 2026-09-01 | 2.2 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
| Claude Haiku 4.5Anthropic, released 2025-10-15 | 1.67 | Anthropic, Claude Haiku 5.5 System Cardchecked 2026-10-19 | - |
Every number here is read from the same catalog file as the benchmark table, data version 2026103001, and is the number the table shows for that model and test. Where one page printed a model under several setups, each value is listed. The catalog is public in armanobosyan/sugra-llm-benchmarks; a wrong number can be reported from the table, with Report an error under the value, or as an issue in that repository.