Regenerate WVS map from complete panels
Co-Authored-By: PI[gpt-5.6-terra] <288921227+claudypoo@users.noreply.github.com>
@@ -911,3 +911,30 @@ prove total spend remains below the authorized cap, so durable records must reta
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||||
and request phase before the next paid call. -- PI[gpt-5.6-terra]
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||||
The next result will replace these bounds with reconciled provider-reported usage.
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||||
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||||
## 2026-09-16 -- WVS measured OpenRouter usage
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||||
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||||
This entry records what the durable WVS request ledger reports after the API panels.
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||||
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||||
The source ledger is `slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl`. It contains 48 complete
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||||
panels and eleven incomplete attempts. Summing the provider `usage.cost` field across every completed request
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||||
phase, including excluded attempts, gives USD 3.59086067. This is provider-reported per-request cost, not a
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completion-token estimate. The first Qwen diagnostic cost USD 0.04310443 and produced 129 valid samples after
|
||||
142 rescues. The corrected Qwen 3.7 Flash panel used `reasoning.enabled=false` plus strict JSON schema, cost
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||||
USD 0.00110376, and has 144 distinct item/sample keys, 144 valid parses, zero rescues, and zero request failures.
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||||
Source: `qwen3.7-flash_schema_audit.md` and the raw ledger in the same directory.
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||||
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||||
The provider usage records expose prompt tokens, completion tokens, total tokens, cost and generation IDs, but
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some omit separate reasoning and cache fields. Those fields remain unknown rather than being counted as zero.
|
||||
Each completed cache entry records its exact model, prompt-and-settings protocol hash, contributing run ID and
|
||||
coordinate result. The execution matrix in `execution_matrix.md` separates optional reasoning disabled, mandatory
|
||||
reasoning at a listed low effort, no advertised reasoning control, and catalog entries whose mandatory effort is
|
||||
unknown. It is a catalog snapshot, not a billing statement.
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||||
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||||
My read: the strict schema plus disabled optional reasoning is probably the protocol change that made the Qwen
|
||||
panel complete, because the prior same-model attempts stored partial JSON objects and spent their output allowance
|
||||
on reasoning. Several provider/network or deterministic-format failures remain excluded from plotted coordinates.
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||||
The saved ledger permits a later exact-protocol completion calculation without reinterpreting an incomplete panel as
|
||||
a valid point. -- PI[gpt-5.6-terra]
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The durable records make the measured spend and exclusions available for the next decision.
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Before Width: | Height: | Size: 350 KiB After Width: | Height: | Size: 408 KiB |
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Before Width: | Height: | Size: 434 KiB After Width: | Height: | Size: 514 KiB |
@@ -1,19 +1,66 @@
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| model | x self-expr | y secular | x 95%CI | y 95%CI |
|
||||
|:---------------------------|--------------:|------------:|----------:|----------:|
|
||||
| qwen3.7-max (rated) | +0.37 | +0.69 | +0.16 | +0.17 |
|
||||
| grok-4.20 (rated) | +0.59 | +0.62 | +0.11 | +0.17 |
|
||||
| gemma-4-31b-it (rated) | +0.36 | +0.66 | +0.16 | +0.13 |
|
||||
| gemini-2.5-pro (rated) | +0.47 | +0.70 | +0.13 | +0.14 |
|
||||
| grok-4.3 (rated) | +0.44 | +0.73 | +0.14 | +0.13 |
|
||||
| deepseek-v4-flash (rated) | +0.57 | +0.64 | +0.11 | +0.16 |
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||||
| gpt-5.4 (rated) | +0.45 | +0.68 | +0.13 | +0.14 |
|
||||
| mistral-large-2512 (rated) | +0.65 | +0.64 | +0.08 | +0.18 |
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||||
| gemma-3-27b-it (rated) | +0.60 | +0.60 | +0.09 | +0.17 |
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||||
| llama-4-maverick (rated) | +0.64 | +0.64 | +0.08 | +0.18 |
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||||
| gpt-5.3-chat (rated) | +0.50 | +0.67 | +0.09 | +0.16 |
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||||
| deepseek-v4-pro (rated) | +0.55 | +0.73 | +0.15 | +0.10 |
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||||
| llama-4-scout (rated) | +0.62 | +0.53 | +0.05 | +0.20 |
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||||
| gpt-5.5 (rated) | +0.42 | +0.76 | +0.17 | +0.07 |
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||||
| claude-opus-4.7 (rated) | +0.59 | +0.60 | +0.07 | +0.09 |
|
||||
| claude-opus-4.8 (rated) | +0.61 | +0.58 | +0.07 | +0.07 |
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||||
| claude-opus-4.6 (rated) | +0.63 | +0.63 | +0.04 | +0.05 |
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||||
| model | x self-expr | y secular | x 95%CI | y 95%CI |
|
||||
|:-------------------------------------|--------------:|------------:|----------:|----------:|
|
||||
| qwen3.6-27b (rated) | +0.46 | +0.68 | +0.18 | +0.14 |
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||||
| qwen3.5-35b-a3b (rated) | +0.54 | +0.55 | +0.14 | +0.18 |
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||||
| qwen3.6-max-preview (rated) | +0.48 | +0.69 | +0.16 | +0.14 |
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||||
| muse-spark-1.3 (rated) | +0.43 | +0.73 | +0.18 | +0.12 |
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||||
| qwen3.8-27b (rated) | +0.43 | +0.69 | +0.16 | +0.14 |
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||||
| qwen3.8-flash (rated) | +0.42 | +0.63 | +0.14 | +0.15 |
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||||
| gemma-4-31b-it (rated) | +0.36 | +0.66 | +0.16 | +0.13 |
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||||
| qwen3.5-122b-a10b (rated) | +0.48 | +0.62 | +0.15 | +0.14 |
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||||
| grok-4.20 (rated) | +0.59 | +0.62 | +0.11 | +0.17 |
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||||
| qwen3.5-plus-20260420 (rated) | +0.59 | +0.65 | +0.12 | +0.16 |
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| gemini-2.5-pro (rated) | +0.47 | +0.70 | +0.13 | +0.14 |
|
||||
| grok-4.3 (rated) | +0.44 | +0.73 | +0.14 | +0.13 |
|
||||
| deepseek-v4-flash (rated) | +0.57 | +0.64 | +0.11 | +0.16 |
|
||||
| gpt-5.4 (rated) | +0.45 | +0.68 | +0.13 | +0.14 |
|
||||
| deepseek-v4.1-flash (rated) | +0.54 | +0.60 | +0.10 | +0.16 |
|
||||
| qwen3-coder-30b-a3b-instruct (rated) | +0.50 | +0.58 | +0.09 | +0.17 |
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||||
| qwen3-30b-a3b (rated) | +0.67 | +0.61 | +0.07 | +0.19 |
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||||
| gpt-6-astra (rated) | +0.46 | +0.68 | +0.15 | +0.11 |
|
||||
| mistral-large-2512 (rated) | +0.65 | +0.64 | +0.08 | +0.18 |
|
||||
| gemma-3-27b-it (rated) | +0.60 | +0.60 | +0.09 | +0.17 |
|
||||
| llama-4-maverick (rated) | +0.64 | +0.64 | +0.08 | +0.18 |
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||||
| qwen3-coder (rated) | +0.60 | +0.62 | +0.08 | +0.18 |
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||||
| qwen3.7-flash (rated) | +0.65 | +0.59 | +0.10 | +0.16 |
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||||
| qwen3-vl-235b-a22b-instruct (rated) | +0.60 | +0.55 | +0.05 | +0.21 |
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||||
| qwen-plus (rated) | +0.60 | +0.63 | +0.07 | +0.18 |
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||||
| gpt-5.3-chat (rated) | +0.50 | +0.67 | +0.09 | +0.16 |
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||||
| deepseek-v4-pro (rated) | +0.55 | +0.73 | +0.15 | +0.10 |
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||||
| llama-4-scout (rated) | +0.62 | +0.53 | +0.05 | +0.20 |
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||||
| qwen3-vl-30b-a3b-instruct (rated) | +0.53 | +0.53 | +0.06 | +0.19 |
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||||
| qwen3.5-397b-a17b (rated) | +0.54 | +0.65 | +0.08 | +0.17 |
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||||
| qwen3.5-plus-02-15 (rated) | +0.54 | +0.66 | +0.08 | +0.17 |
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||||
| glm-5.3 (rated) | +0.55 | +0.64 | +0.12 | +0.13 |
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||||
| qwen3.7-plus (rated) | +0.51 | +0.67 | +0.10 | +0.15 |
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||||
| qwen3-30b-a3b-instruct-2507 (rated) | +0.65 | +0.54 | +0.05 | +0.20 |
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||||
| gpt-5.5 (rated) | +0.42 | +0.76 | +0.17 | +0.07 |
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||||
| qwen3.6-35b-a3b (rated) | +0.61 | +0.59 | +0.10 | +0.14 |
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||||
| qwen3.6-flash (rated) | +0.65 | +0.58 | +0.09 | +0.15 |
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||||
| qwen3.6-plus (rated) | +0.52 | +0.67 | +0.08 | +0.15 |
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||||
| qwen3-235b-a22b (rated) | +0.64 | +0.56 | +0.07 | +0.17 |
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||||
| qwen-2.5-72b-instruct (rated) | +0.60 | +0.60 | +0.06 | +0.17 |
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||||
| qwen-plus-2025-07-28 (rated) | +0.64 | +0.51 | +0.07 | +0.16 |
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||||
| qwen3.7-max (rated) | +0.50 | +0.65 | +0.11 | +0.12 |
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||||
| qwen3-235b-a22b-2507 (rated) | +0.64 | +0.57 | +0.07 | +0.16 |
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||||
| qwen3.5-9b (rated) | +0.50 | +0.59 | +0.09 | +0.14 |
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| qwen2.5-vl-72b-instruct (rated) | +0.58 | +0.60 | +0.07 | +0.15 |
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||||
| qwen3-vl-32b-instruct (rated) | +0.60 | +0.53 | +0.02 | +0.20 |
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| gpt-5.6-sol (rated) | +0.53 | +0.67 | +0.09 | +0.13 |
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| qwen3-max-thinking (rated) | +0.58 | +0.70 | +0.07 | +0.14 |
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| qwen3-coder-plus (rated) | +0.62 | +0.60 | +0.07 | +0.14 |
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| inkling (rated) | +0.56 | +0.69 | +0.10 | +0.11 |
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| qwen3-vl-8b-instruct (rated) | +0.61 | +0.60 | +0.06 | +0.15 |
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||||
| qwen-2.5-7b-instruct (rated) | +0.55 | +0.59 | +0.05 | +0.16 |
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| kimi-k3 (rated) | +0.62 | +0.67 | +0.07 | +0.14 |
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| qwen3.5-27b (rated) | +0.60 | +0.65 | +0.05 | +0.16 |
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| qwen3-32b (rated) | +0.61 | +0.54 | +0.06 | +0.14 |
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| qwen3-14b (rated) | +0.61 | +0.58 | +0.03 | +0.16 |
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| qwen3-coder-next (rated) | +0.64 | +0.58 | +0.05 | +0.13 |
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| qwen3-next-80b-a3b-instruct (rated) | +0.67 | +0.70 | +0.05 | +0.12 |
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| claude-opus-4.7 (rated) | +0.59 | +0.60 | +0.07 | +0.09 |
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| qwen3-8b (rated) | +0.62 | +0.54 | +0.03 | +0.12 |
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| claude-opus-4.8 (rated) | +0.61 | +0.58 | +0.07 | +0.07 |
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| gemini-3.7-flash (rated) | +0.50 | +0.63 | +0.03 | +0.10 |
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||||
| claude-fable-5.1 (rated) | +0.58 | +0.61 | +0.07 | +0.05 |
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| claude-opus-4.6 (rated) | +0.63 | +0.63 | +0.04 | +0.05 |
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@@ -1,87 +1,322 @@
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| model | zone | n countries | z self-expr | z secular | Mahalanobis |
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||||
|:-------------------|:----------------|--------------:|--------------:|------------:|--------------:|
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||||
| gpt-5.5 | African-Islamic | 19 | +2.36 | +6.12 | +6.51 |
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| gpt-5.5 | East Asia | 9 | +1.31 | +3.54 | +3.72 |
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| gpt-5.5 | Latin America | 14 | +2.35 | +6.45 | +6.51 |
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| gpt-5.5 | Orthodox | 14 | +2.94 | +8.06 | +8.52 |
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| gpt-5.5 | West | 29 | -0.33 | +2.93 | +4.71 |
|
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| deepseek-v4-pro | African-Islamic | 19 | +3.70 | +5.75 | +5.75 |
|
||||
| deepseek-v4-pro | East Asia | 9 | +3.10 | +3.14 | +3.46 |
|
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| deepseek-v4-pro | Latin America | 14 | +4.25 | +6.05 | +6.74 |
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||||
| deepseek-v4-pro | Orthodox | 14 | +5.25 | +7.48 | +9.04 |
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| deepseek-v4-pro | West | 29 | +0.54 | +2.61 | +3.32 |
|
||||
| grok-4.3 | African-Islamic | 19 | +2.57 | +5.75 | +5.98 |
|
||||
| grok-4.3 | East Asia | 9 | +1.58 | +3.14 | +3.17 |
|
||||
| grok-4.3 | Latin America | 14 | +2.64 | +6.05 | +6.19 |
|
||||
| grok-4.3 | Orthodox | 14 | +3.29 | +7.48 | +8.11 |
|
||||
| grok-4.3 | West | 29 | -0.19 | +2.61 | +4.08 |
|
||||
| gemini-2.5-pro | African-Islamic | 19 | +2.88 | +5.39 | +5.46 |
|
||||
| gemini-2.5-pro | East Asia | 9 | +2.00 | +2.73 | +2.76 |
|
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| gemini-2.5-pro | Latin America | 14 | +3.08 | +5.66 | +5.95 |
|
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| gemini-2.5-pro | Orthodox | 14 | +3.83 | +6.89 | +7.81 |
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| gemini-2.5-pro | West | 29 | +0.01 | +2.29 | +3.38 |
|
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| qwen3.7-max | African-Islamic | 19 | +1.85 | +5.27 | +5.69 |
|
||||
| qwen3.7-max | East Asia | 9 | +0.62 | +2.59 | +2.89 |
|
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| qwen3.7-max | Latin America | 14 | +1.62 | +5.52 | +5.54 |
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| qwen3.7-max | Orthodox | 14 | +2.05 | +6.70 | +6.96 |
|
||||
| qwen3.7-max | West | 29 | -0.66 | +2.18 | +4.01 |
|
||||
| gpt-5.4 | African-Islamic | 19 | +2.67 | +5.14 | +5.23 |
|
||||
| gpt-5.4 | East Asia | 9 | +1.72 | +2.46 | +2.47 |
|
||||
| gpt-5.4 | Latin America | 14 | +2.79 | +5.39 | +5.63 |
|
||||
| gpt-5.4 | Orthodox | 14 | +3.47 | +6.50 | +7.30 |
|
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| gpt-5.4 | West | 29 | -0.13 | +2.07 | +3.21 |
|
||||
| gpt-5.3-chat | African-Islamic | 19 | +3.19 | +5.02 | +5.03 |
|
||||
| gpt-5.3-chat | East Asia | 9 | +2.41 | +2.32 | +2.63 |
|
||||
| gpt-5.3-chat | Latin America | 14 | +3.52 | +5.26 | +5.78 |
|
||||
| gpt-5.3-chat | Orthodox | 14 | +4.36 | +6.31 | +7.59 |
|
||||
| gpt-5.3-chat | West | 29 | +0.21 | +1.96 | +2.69 |
|
||||
| gemma-4-31b-it | African-Islamic | 19 | +1.74 | +4.90 | +5.29 |
|
||||
| gemma-4-31b-it | East Asia | 9 | +0.48 | +2.19 | +2.46 |
|
||||
| gemma-4-31b-it | Latin America | 14 | +1.47 | +5.13 | +5.14 |
|
||||
| gemma-4-31b-it | Orthodox | 14 | +1.87 | +6.11 | +6.36 |
|
||||
| gemma-4-31b-it | West | 29 | -0.73 | +1.86 | +3.62 |
|
||||
| deepseek-v4-flash | African-Islamic | 19 | +3.91 | +4.66 | +4.79 |
|
||||
| deepseek-v4-flash | East Asia | 9 | +3.38 | +1.91 | +3.39 |
|
||||
| deepseek-v4-flash | Latin America | 14 | +4.54 | +4.87 | +6.02 |
|
||||
| deepseek-v4-flash | Orthodox | 14 | +5.60 | +5.72 | +7.92 |
|
||||
| deepseek-v4-flash | West | 29 | +0.68 | +1.64 | +1.83 |
|
||||
| llama-4-maverick | African-Islamic | 19 | +4.63 | +4.66 | +5.10 |
|
||||
| llama-4-maverick | East Asia | 9 | +4.34 | +1.91 | +4.46 |
|
||||
| llama-4-maverick | Latin America | 14 | +5.56 | +4.87 | +6.69 |
|
||||
| llama-4-maverick | Orthodox | 14 | +6.84 | +5.72 | +8.82 |
|
||||
| llama-4-maverick | West | 29 | +1.14 | +1.64 | +1.65 |
|
||||
| mistral-large-2512 | African-Islamic | 19 | +4.73 | +4.66 | +5.15 |
|
||||
| mistral-large-2512 | East Asia | 9 | +4.48 | +1.91 | +4.62 |
|
||||
| mistral-large-2512 | Latin America | 14 | +5.71 | +4.87 | +6.79 |
|
||||
| mistral-large-2512 | Orthodox | 14 | +7.02 | +5.72 | +8.96 |
|
||||
| mistral-large-2512 | West | 29 | +1.21 | +1.64 | +1.64 |
|
||||
| claude-opus-4.6 | African-Islamic | 19 | +4.53 | +4.54 | +4.97 |
|
||||
| claude-opus-4.6 | East Asia | 9 | +4.21 | +1.78 | +4.34 |
|
||||
| claude-opus-4.6 | Latin America | 14 | +5.42 | +4.73 | +6.51 |
|
||||
| claude-opus-4.6 | Orthodox | 14 | +6.67 | +5.53 | +8.57 |
|
||||
| claude-opus-4.6 | West | 29 | +1.08 | +1.54 | +1.54 |
|
||||
| grok-4.20 | African-Islamic | 19 | +4.11 | +4.42 | +4.70 |
|
||||
| grok-4.20 | East Asia | 9 | +3.65 | +1.64 | +3.74 |
|
||||
| grok-4.20 | Latin America | 14 | +4.83 | +4.60 | +6.03 |
|
||||
| grok-4.20 | Orthodox | 14 | +5.96 | +5.33 | +7.91 |
|
||||
| grok-4.20 | West | 29 | +0.81 | +1.43 | +1.47 |
|
||||
| claude-opus-4.7 | African-Islamic | 19 | +4.11 | +4.17 | +4.55 |
|
||||
| claude-opus-4.7 | East Asia | 9 | +3.65 | +1.37 | +3.83 |
|
||||
| claude-opus-4.7 | Latin America | 14 | +4.83 | +4.34 | +5.87 |
|
||||
| claude-opus-4.7 | Orthodox | 14 | +5.96 | +4.94 | +7.66 |
|
||||
| claude-opus-4.7 | West | 29 | +0.81 | +1.21 | +1.22 |
|
||||
| gemma-3-27b-it | African-Islamic | 19 | +4.22 | +4.17 | +4.60 |
|
||||
| gemma-3-27b-it | East Asia | 9 | +3.79 | +1.37 | +4.00 |
|
||||
| gemma-3-27b-it | Latin America | 14 | +4.98 | +4.34 | +5.97 |
|
||||
| gemma-3-27b-it | Orthodox | 14 | +6.13 | +4.94 | +7.79 |
|
||||
| gemma-3-27b-it | West | 29 | +0.88 | +1.21 | +1.21 |
|
||||
| claude-opus-4.8 | African-Islamic | 19 | +4.32 | +3.93 | +4.55 |
|
||||
| claude-opus-4.8 | East Asia | 9 | +3.93 | +1.10 | +4.29 |
|
||||
| claude-opus-4.8 | Latin America | 14 | +5.13 | +4.08 | +5.94 |
|
||||
| claude-opus-4.8 | Orthodox | 14 | +6.31 | +4.55 | +7.70 |
|
||||
| claude-opus-4.8 | West | 29 | +0.94 | +1.00 | +1.04 |
|
||||
| llama-4-scout | African-Islamic | 19 | +4.42 | +3.32 | +4.46 |
|
||||
| llama-4-scout | East Asia | 9 | +4.07 | +0.42 | +4.88 |
|
||||
| llama-4-scout | Latin America | 14 | +5.27 | +3.42 | +5.75 |
|
||||
| llama-4-scout | Orthodox | 14 | +6.49 | +3.58 | +7.34 |
|
||||
| llama-4-scout | West | 29 | +1.01 | +0.46 | +1.09 |
|
||||
| model | zone | n countries | z self-expr | z secular | Mahalanobis |
|
||||
|:-----------------------------|:----------------|--------------:|--------------:|------------:|--------------:|
|
||||
| gpt-5.5 | African-Islamic | 19 | +2.36 | +6.12 | +6.51 |
|
||||
| gpt-5.5 | East Asia | 9 | +1.31 | +3.54 | +3.72 |
|
||||
| gpt-5.5 | Latin America | 14 | +2.35 | +6.45 | +6.51 |
|
||||
| gpt-5.5 | Orthodox | 14 | +2.94 | +8.06 | +8.52 |
|
||||
| gpt-5.5 | West | 29 | -0.33 | +2.93 | +4.71 |
|
||||
| deepseek-v4-pro | African-Islamic | 19 | +3.70 | +5.75 | +5.75 |
|
||||
| deepseek-v4-pro | East Asia | 9 | +3.10 | +3.14 | +3.46 |
|
||||
| deepseek-v4-pro | Latin America | 14 | +4.25 | +6.05 | +6.74 |
|
||||
| deepseek-v4-pro | Orthodox | 14 | +5.25 | +7.48 | +9.04 |
|
||||
| deepseek-v4-pro | West | 29 | +0.54 | +2.61 | +3.32 |
|
||||
| grok-4.3 | African-Islamic | 19 | +2.57 | +5.75 | +5.98 |
|
||||
| grok-4.3 | East Asia | 9 | +1.58 | +3.14 | +3.17 |
|
||||
| grok-4.3 | Latin America | 14 | +2.64 | +6.05 | +6.19 |
|
||||
| grok-4.3 | Orthodox | 14 | +3.29 | +7.48 | +8.11 |
|
||||
| grok-4.3 | West | 29 | -0.19 | +2.61 | +4.08 |
|
||||
| muse-spark-1.3 | African-Islamic | 19 | +2.47 | +5.75 | +6.02 |
|
||||
| muse-spark-1.3 | East Asia | 9 | +1.45 | +3.14 | +3.20 |
|
||||
| muse-spark-1.3 | Latin America | 14 | +2.50 | +6.05 | +6.16 |
|
||||
| muse-spark-1.3 | Orthodox | 14 | +3.12 | +7.48 | +8.04 |
|
||||
| muse-spark-1.3 | West | 29 | -0.26 | +2.61 | +4.16 |
|
||||
| gemini-2.5-pro | African-Islamic | 19 | +2.88 | +5.39 | +5.46 |
|
||||
| gemini-2.5-pro | East Asia | 9 | +2.00 | +2.73 | +2.76 |
|
||||
| gemini-2.5-pro | Latin America | 14 | +3.08 | +5.66 | +5.95 |
|
||||
| gemini-2.5-pro | Orthodox | 14 | +3.83 | +6.89 | +7.81 |
|
||||
| gemini-2.5-pro | West | 29 | +0.01 | +2.29 | +3.38 |
|
||||
| qwen3-max-thinking | African-Islamic | 19 | +4.01 | +5.39 | +5.42 |
|
||||
| qwen3-max-thinking | East Asia | 9 | +3.52 | +2.73 | +3.58 |
|
||||
| qwen3-max-thinking | Latin America | 14 | +4.69 | +5.66 | +6.65 |
|
||||
| qwen3-max-thinking | Orthodox | 14 | +5.78 | +6.89 | +8.90 |
|
||||
| qwen3-max-thinking | West | 29 | +0.74 | +2.29 | +2.68 |
|
||||
| qwen3-next-80b-a3b-instruct | African-Islamic | 19 | +4.94 | +5.39 | +5.69 |
|
||||
| qwen3-next-80b-a3b-instruct | East Asia | 9 | +4.76 | +2.73 | +4.77 |
|
||||
| qwen3-next-80b-a3b-instruct | Latin America | 14 | +6.00 | +5.66 | +7.45 |
|
||||
| qwen3-next-80b-a3b-instruct | Orthodox | 14 | +7.38 | +6.89 | +9.98 |
|
||||
| qwen3-next-80b-a3b-instruct | West | 29 | +1.34 | +2.29 | +2.34 |
|
||||
| inkling | African-Islamic | 19 | +3.81 | +5.27 | +5.28 |
|
||||
| inkling | East Asia | 9 | +3.24 | +2.59 | +3.32 |
|
||||
| inkling | Latin America | 14 | +4.40 | +5.52 | +6.40 |
|
||||
| inkling | Orthodox | 14 | +5.42 | +6.70 | +8.53 |
|
||||
| inkling | West | 29 | +0.61 | +2.18 | +2.64 |
|
||||
| qwen3.6-max-preview | African-Islamic | 19 | +2.98 | +5.27 | +5.31 |
|
||||
| qwen3.6-max-preview | East Asia | 9 | +2.14 | +2.59 | +2.68 |
|
||||
| qwen3.6-max-preview | Latin America | 14 | +3.23 | +5.52 | +5.89 |
|
||||
| qwen3.6-max-preview | Orthodox | 14 | +4.00 | +6.70 | +7.73 |
|
||||
| qwen3.6-max-preview | West | 29 | +0.07 | +2.18 | +3.15 |
|
||||
| qwen3.8-27b | African-Islamic | 19 | +2.47 | +5.27 | +5.43 |
|
||||
| qwen3.8-27b | East Asia | 9 | +1.45 | +2.59 | +2.60 |
|
||||
| qwen3.8-27b | Latin America | 14 | +2.50 | +5.52 | +5.67 |
|
||||
| qwen3.8-27b | Orthodox | 14 | +3.12 | +6.70 | +7.33 |
|
||||
| qwen3.8-27b | West | 29 | -0.26 | +2.18 | +3.53 |
|
||||
| gpt-5.4 | African-Islamic | 19 | +2.67 | +5.14 | +5.23 |
|
||||
| gpt-5.4 | East Asia | 9 | +1.72 | +2.46 | +2.47 |
|
||||
| gpt-5.4 | Latin America | 14 | +2.79 | +5.39 | +5.63 |
|
||||
| gpt-5.4 | Orthodox | 14 | +3.47 | +6.50 | +7.30 |
|
||||
| gpt-5.4 | West | 29 | -0.13 | +2.07 | +3.21 |
|
||||
| gpt-6-astra | African-Islamic | 19 | +2.77 | +5.14 | +5.21 |
|
||||
| gpt-6-astra | East Asia | 9 | +1.86 | +2.46 | +2.49 |
|
||||
| gpt-6-astra | Latin America | 14 | +2.93 | +5.39 | +5.67 |
|
||||
| gpt-6-astra | Orthodox | 14 | +3.65 | +6.50 | +7.39 |
|
||||
| gpt-6-astra | West | 29 | -0.06 | +2.07 | +3.14 |
|
||||
| qwen3.6-27b | African-Islamic | 19 | +2.77 | +5.14 | +5.21 |
|
||||
| qwen3.6-27b | East Asia | 9 | +1.86 | +2.46 | +2.49 |
|
||||
| qwen3.6-27b | Latin America | 14 | +2.93 | +5.39 | +5.67 |
|
||||
| qwen3.6-27b | Orthodox | 14 | +3.65 | +6.50 | +7.39 |
|
||||
| qwen3.6-27b | West | 29 | -0.06 | +2.07 | +3.14 |
|
||||
| gpt-5.3-chat | African-Islamic | 19 | +3.19 | +5.02 | +5.03 |
|
||||
| gpt-5.3-chat | East Asia | 9 | +2.41 | +2.32 | +2.63 |
|
||||
| gpt-5.3-chat | Latin America | 14 | +3.52 | +5.26 | +5.78 |
|
||||
| gpt-5.3-chat | Orthodox | 14 | +4.36 | +6.31 | +7.59 |
|
||||
| gpt-5.3-chat | West | 29 | +0.21 | +1.96 | +2.69 |
|
||||
| gpt-5.6-sol | African-Islamic | 19 | +3.50 | +5.02 | +5.03 |
|
||||
| gpt-5.6-sol | East Asia | 9 | +2.83 | +2.32 | +2.92 |
|
||||
| gpt-5.6-sol | Latin America | 14 | +3.96 | +5.26 | +5.98 |
|
||||
| gpt-5.6-sol | Orthodox | 14 | +4.89 | +6.31 | +7.90 |
|
||||
| gpt-5.6-sol | West | 29 | +0.41 | +1.96 | +2.50 |
|
||||
| kimi-k3 | African-Islamic | 19 | +4.42 | +5.02 | +5.23 |
|
||||
| kimi-k3 | East Asia | 9 | +4.07 | +2.32 | +4.08 |
|
||||
| kimi-k3 | Latin America | 14 | +5.27 | +5.26 | +6.73 |
|
||||
| kimi-k3 | Orthodox | 14 | +6.49 | +6.31 | +8.95 |
|
||||
| kimi-k3 | West | 29 | +1.01 | +1.96 | +2.07 |
|
||||
| qwen3.6-plus | African-Islamic | 19 | +3.39 | +5.02 | +5.02 |
|
||||
| qwen3.6-plus | East Asia | 9 | +2.69 | +2.32 | +2.81 |
|
||||
| qwen3.6-plus | Latin America | 14 | +3.81 | +5.26 | +5.91 |
|
||||
| qwen3.6-plus | Orthodox | 14 | +4.71 | +6.31 | +7.79 |
|
||||
| qwen3.6-plus | West | 29 | +0.34 | +1.96 | +2.56 |
|
||||
| qwen3.7-plus | African-Islamic | 19 | +3.29 | +5.02 | +5.02 |
|
||||
| qwen3.7-plus | East Asia | 9 | +2.55 | +2.32 | +2.72 |
|
||||
| qwen3.7-plus | Latin America | 14 | +3.66 | +5.26 | +5.84 |
|
||||
| qwen3.7-plus | Orthodox | 14 | +4.54 | +6.31 | +7.69 |
|
||||
| qwen3.7-plus | West | 29 | +0.27 | +1.96 | +2.63 |
|
||||
| gemma-4-31b-it | African-Islamic | 19 | +1.74 | +4.90 | +5.29 |
|
||||
| gemma-4-31b-it | East Asia | 9 | +0.48 | +2.19 | +2.46 |
|
||||
| gemma-4-31b-it | Latin America | 14 | +1.47 | +5.13 | +5.14 |
|
||||
| gemma-4-31b-it | Orthodox | 14 | +1.87 | +6.11 | +6.36 |
|
||||
| gemma-4-31b-it | West | 29 | -0.73 | +1.86 | +3.62 |
|
||||
| qwen3.5-plus-02-15 | African-Islamic | 19 | +3.60 | +4.90 | +4.93 |
|
||||
| qwen3.5-plus-02-15 | East Asia | 9 | +2.96 | +2.19 | +3.00 |
|
||||
| qwen3.5-plus-02-15 | Latin America | 14 | +4.10 | +5.13 | +5.96 |
|
||||
| qwen3.5-plus-02-15 | Orthodox | 14 | +5.07 | +6.11 | +7.85 |
|
||||
| qwen3.5-plus-02-15 | West | 29 | +0.47 | +1.86 | +2.28 |
|
||||
| qwen3.5-27b | African-Islamic | 19 | +4.22 | +4.78 | +4.98 |
|
||||
| qwen3.5-27b | East Asia | 9 | +3.79 | +2.05 | +3.81 |
|
||||
| qwen3.5-27b | Latin America | 14 | +4.98 | +5.00 | +6.37 |
|
||||
| qwen3.5-27b | Orthodox | 14 | +6.13 | +5.92 | +8.43 |
|
||||
| qwen3.5-27b | West | 29 | +0.88 | +1.75 | +1.86 |
|
||||
| qwen3.5-397b-a17b | African-Islamic | 19 | +3.60 | +4.78 | +4.82 |
|
||||
| qwen3.5-397b-a17b | East Asia | 9 | +2.96 | +2.05 | +2.98 |
|
||||
| qwen3.5-397b-a17b | Latin America | 14 | +4.10 | +5.00 | +5.86 |
|
||||
| qwen3.5-397b-a17b | Orthodox | 14 | +5.07 | +5.92 | +7.71 |
|
||||
| qwen3.5-397b-a17b | West | 29 | +0.47 | +1.75 | +2.13 |
|
||||
| qwen3.5-plus-20260420 | African-Islamic | 19 | +4.11 | +4.78 | +4.95 |
|
||||
| qwen3.5-plus-20260420 | East Asia | 9 | +3.65 | +2.05 | +3.66 |
|
||||
| qwen3.5-plus-20260420 | Latin America | 14 | +4.83 | +5.00 | +6.28 |
|
||||
| qwen3.5-plus-20260420 | Orthodox | 14 | +5.96 | +5.92 | +8.30 |
|
||||
| qwen3.5-plus-20260420 | West | 29 | +0.81 | +1.75 | +1.89 |
|
||||
| qwen3.7-max | African-Islamic | 19 | +3.19 | +4.78 | +4.78 |
|
||||
| qwen3.7-max | East Asia | 9 | +2.41 | +2.05 | +2.51 |
|
||||
| qwen3.7-max | Latin America | 14 | +3.52 | +5.00 | +5.57 |
|
||||
| qwen3.7-max | Orthodox | 14 | +4.36 | +5.92 | +7.27 |
|
||||
| qwen3.7-max | West | 29 | +0.21 | +1.75 | +2.38 |
|
||||
| deepseek-v4-flash | African-Islamic | 19 | +3.91 | +4.66 | +4.79 |
|
||||
| deepseek-v4-flash | East Asia | 9 | +3.38 | +1.91 | +3.39 |
|
||||
| deepseek-v4-flash | Latin America | 14 | +4.54 | +4.87 | +6.02 |
|
||||
| deepseek-v4-flash | Orthodox | 14 | +5.60 | +5.72 | +7.92 |
|
||||
| deepseek-v4-flash | West | 29 | +0.68 | +1.64 | +1.83 |
|
||||
| glm-5.3 | African-Islamic | 19 | +3.70 | +4.66 | +4.73 |
|
||||
| glm-5.3 | East Asia | 9 | +3.10 | +1.91 | +3.10 |
|
||||
| glm-5.3 | Latin America | 14 | +4.25 | +4.87 | +5.84 |
|
||||
| glm-5.3 | Orthodox | 14 | +5.25 | +5.72 | +7.68 |
|
||||
| glm-5.3 | West | 29 | +0.54 | +1.64 | +1.92 |
|
||||
| llama-4-maverick | African-Islamic | 19 | +4.63 | +4.66 | +5.10 |
|
||||
| llama-4-maverick | East Asia | 9 | +4.34 | +1.91 | +4.46 |
|
||||
| llama-4-maverick | Latin America | 14 | +5.56 | +4.87 | +6.69 |
|
||||
| llama-4-maverick | Orthodox | 14 | +6.84 | +5.72 | +8.82 |
|
||||
| llama-4-maverick | West | 29 | +1.14 | +1.64 | +1.65 |
|
||||
| mistral-large-2512 | African-Islamic | 19 | +4.73 | +4.66 | +5.15 |
|
||||
| mistral-large-2512 | East Asia | 9 | +4.48 | +1.91 | +4.62 |
|
||||
| mistral-large-2512 | Latin America | 14 | +5.71 | +4.87 | +6.79 |
|
||||
| mistral-large-2512 | Orthodox | 14 | +7.02 | +5.72 | +8.96 |
|
||||
| mistral-large-2512 | West | 29 | +1.21 | +1.64 | +1.64 |
|
||||
| claude-opus-4.6 | African-Islamic | 19 | +4.53 | +4.54 | +4.97 |
|
||||
| claude-opus-4.6 | East Asia | 9 | +4.21 | +1.78 | +4.34 |
|
||||
| claude-opus-4.6 | Latin America | 14 | +5.42 | +4.73 | +6.51 |
|
||||
| claude-opus-4.6 | Orthodox | 14 | +6.67 | +5.53 | +8.57 |
|
||||
| claude-opus-4.6 | West | 29 | +1.08 | +1.54 | +1.54 |
|
||||
| gemini-3.7-flash | African-Islamic | 19 | +3.19 | +4.54 | +4.54 |
|
||||
| gemini-3.7-flash | East Asia | 9 | +2.41 | +1.78 | +2.44 |
|
||||
| gemini-3.7-flash | Latin America | 14 | +3.52 | +4.73 | +5.36 |
|
||||
| gemini-3.7-flash | Orthodox | 14 | +4.36 | +5.53 | +6.96 |
|
||||
| gemini-3.7-flash | West | 29 | +0.21 | +1.54 | +2.06 |
|
||||
| qwen-plus | African-Islamic | 19 | +4.22 | +4.54 | +4.82 |
|
||||
| qwen-plus | East Asia | 9 | +3.79 | +1.78 | +3.86 |
|
||||
| qwen-plus | Latin America | 14 | +4.98 | +4.73 | +6.21 |
|
||||
| qwen-plus | Orthodox | 14 | +6.13 | +5.53 | +8.17 |
|
||||
| qwen-plus | West | 29 | +0.88 | +1.54 | +1.58 |
|
||||
| qwen3.8-flash | African-Islamic | 19 | +2.36 | +4.54 | +4.61 |
|
||||
| qwen3.8-flash | East Asia | 9 | +1.31 | +1.78 | +1.80 |
|
||||
| qwen3.8-flash | Latin America | 14 | +2.35 | +4.73 | +4.91 |
|
||||
| qwen3.8-flash | Orthodox | 14 | +2.94 | +5.53 | +6.20 |
|
||||
| qwen3.8-flash | West | 29 | -0.33 | +1.54 | +2.65 |
|
||||
| grok-4.20 | African-Islamic | 19 | +4.11 | +4.42 | +4.70 |
|
||||
| grok-4.20 | East Asia | 9 | +3.65 | +1.64 | +3.74 |
|
||||
| grok-4.20 | Latin America | 14 | +4.83 | +4.60 | +6.03 |
|
||||
| grok-4.20 | Orthodox | 14 | +5.96 | +5.33 | +7.91 |
|
||||
| grok-4.20 | West | 29 | +0.81 | +1.43 | +1.47 |
|
||||
| qwen3-coder | African-Islamic | 19 | +4.22 | +4.42 | +4.74 |
|
||||
| qwen3-coder | East Asia | 9 | +3.79 | +1.64 | +3.90 |
|
||||
| qwen3-coder | Latin America | 14 | +4.98 | +4.60 | +6.13 |
|
||||
| qwen3-coder | Orthodox | 14 | +6.13 | +5.33 | +8.04 |
|
||||
| qwen3-coder | West | 29 | +0.88 | +1.43 | +1.45 |
|
||||
| qwen3.5-122b-a10b | African-Islamic | 19 | +2.98 | +4.42 | +4.42 |
|
||||
| qwen3.5-122b-a10b | East Asia | 9 | +2.14 | +1.64 | +2.17 |
|
||||
| qwen3.5-122b-a10b | Latin America | 14 | +3.23 | +4.60 | +5.12 |
|
||||
| qwen3.5-122b-a10b | Orthodox | 14 | +4.00 | +5.33 | +6.60 |
|
||||
| qwen3.5-122b-a10b | West | 29 | +0.07 | +1.43 | +2.04 |
|
||||
| claude-fable-5.1 | African-Islamic | 19 | +4.01 | +4.29 | +4.57 |
|
||||
| claude-fable-5.1 | East Asia | 9 | +3.52 | +1.51 | +3.62 |
|
||||
| claude-fable-5.1 | Latin America | 14 | +4.69 | +4.47 | +5.85 |
|
||||
| claude-fable-5.1 | Orthodox | 14 | +5.78 | +5.14 | +7.65 |
|
||||
| claude-fable-5.1 | West | 29 | +0.74 | +1.32 | +1.36 |
|
||||
| qwen3-30b-a3b | African-Islamic | 19 | +4.94 | +4.29 | +5.13 |
|
||||
| qwen3-30b-a3b | East Asia | 9 | +4.76 | +1.51 | +5.10 |
|
||||
| qwen3-30b-a3b | Latin America | 14 | +6.00 | +4.47 | +6.80 |
|
||||
| qwen3-30b-a3b | Orthodox | 14 | +7.38 | +5.14 | +8.90 |
|
||||
| qwen3-30b-a3b | West | 29 | +1.34 | +1.32 | +1.43 |
|
||||
| claude-opus-4.7 | African-Islamic | 19 | +4.11 | +4.17 | +4.55 |
|
||||
| claude-opus-4.7 | East Asia | 9 | +3.65 | +1.37 | +3.83 |
|
||||
| claude-opus-4.7 | Latin America | 14 | +4.83 | +4.34 | +5.87 |
|
||||
| claude-opus-4.7 | Orthodox | 14 | +5.96 | +4.94 | +7.66 |
|
||||
| claude-opus-4.7 | West | 29 | +0.81 | +1.21 | +1.22 |
|
||||
| deepseek-v4.1-flash | African-Islamic | 19 | +3.60 | +4.17 | +4.32 |
|
||||
| deepseek-v4.1-flash | East Asia | 9 | +2.96 | +1.37 | +3.02 |
|
||||
| deepseek-v4.1-flash | Latin America | 14 | +4.10 | +4.34 | +5.40 |
|
||||
| deepseek-v4.1-flash | Orthodox | 14 | +5.07 | +4.94 | +7.00 |
|
||||
| deepseek-v4.1-flash | West | 29 | +0.47 | +1.21 | +1.36 |
|
||||
| gemma-3-27b-it | African-Islamic | 19 | +4.22 | +4.17 | +4.60 |
|
||||
| gemma-3-27b-it | East Asia | 9 | +3.79 | +1.37 | +4.00 |
|
||||
| gemma-3-27b-it | Latin America | 14 | +4.98 | +4.34 | +5.97 |
|
||||
| gemma-3-27b-it | Orthodox | 14 | +6.13 | +4.94 | +7.79 |
|
||||
| gemma-3-27b-it | West | 29 | +0.88 | +1.21 | +1.21 |
|
||||
| qwen-2.5-72b-instruct | African-Islamic | 19 | +4.22 | +4.17 | +4.60 |
|
||||
| qwen-2.5-72b-instruct | East Asia | 9 | +3.79 | +1.37 | +4.00 |
|
||||
| qwen-2.5-72b-instruct | Latin America | 14 | +4.98 | +4.34 | +5.97 |
|
||||
| qwen-2.5-72b-instruct | Orthodox | 14 | +6.13 | +4.94 | +7.79 |
|
||||
| qwen-2.5-72b-instruct | West | 29 | +0.88 | +1.21 | +1.21 |
|
||||
| qwen2.5-vl-72b-instruct | African-Islamic | 19 | +4.01 | +4.17 | +4.50 |
|
||||
| qwen2.5-vl-72b-instruct | East Asia | 9 | +3.52 | +1.37 | +3.67 |
|
||||
| qwen2.5-vl-72b-instruct | Latin America | 14 | +4.69 | +4.34 | +5.77 |
|
||||
| qwen2.5-vl-72b-instruct | Orthodox | 14 | +5.78 | +4.94 | +7.52 |
|
||||
| qwen2.5-vl-72b-instruct | West | 29 | +0.74 | +1.21 | +1.23 |
|
||||
| qwen3-coder-plus | African-Islamic | 19 | +4.42 | +4.17 | +4.73 |
|
||||
| qwen3-coder-plus | East Asia | 9 | +4.07 | +1.37 | +4.33 |
|
||||
| qwen3-coder-plus | Latin America | 14 | +5.27 | +4.34 | +6.18 |
|
||||
| qwen3-coder-plus | Orthodox | 14 | +6.49 | +4.94 | +8.07 |
|
||||
| qwen3-coder-plus | West | 29 | +1.01 | +1.21 | +1.22 |
|
||||
| qwen3-vl-8b-instruct | African-Islamic | 19 | +4.32 | +4.17 | +4.66 |
|
||||
| qwen3-vl-8b-instruct | East Asia | 9 | +3.93 | +1.37 | +4.16 |
|
||||
| qwen3-vl-8b-instruct | Latin America | 14 | +5.13 | +4.34 | +6.08 |
|
||||
| qwen3-vl-8b-instruct | Orthodox | 14 | +6.31 | +4.94 | +7.93 |
|
||||
| qwen3-vl-8b-instruct | West | 29 | +0.94 | +1.21 | +1.22 |
|
||||
| qwen-2.5-7b-instruct | African-Islamic | 19 | +3.70 | +4.05 | +4.28 |
|
||||
| qwen-2.5-7b-instruct | East Asia | 9 | +3.10 | +1.24 | +3.23 |
|
||||
| qwen-2.5-7b-instruct | Latin America | 14 | +4.25 | +4.21 | +5.40 |
|
||||
| qwen-2.5-7b-instruct | Orthodox | 14 | +5.25 | +4.75 | +7.00 |
|
||||
| qwen-2.5-7b-instruct | West | 29 | +0.54 | +1.11 | +1.18 |
|
||||
| qwen3.5-9b | African-Islamic | 19 | +3.19 | +4.05 | +4.11 |
|
||||
| qwen3.5-9b | East Asia | 9 | +2.41 | +1.24 | +2.44 |
|
||||
| qwen3.5-9b | Latin America | 14 | +3.52 | +4.21 | +4.97 |
|
||||
| qwen3.5-9b | Orthodox | 14 | +4.36 | +4.75 | +6.37 |
|
||||
| qwen3.5-9b | West | 29 | +0.21 | +1.11 | +1.43 |
|
||||
| qwen3.6-35b-a3b | African-Islamic | 19 | +4.32 | +4.05 | +4.61 |
|
||||
| qwen3.6-35b-a3b | East Asia | 9 | +3.93 | +1.24 | +4.22 |
|
||||
| qwen3.6-35b-a3b | Latin America | 14 | +5.13 | +4.21 | +6.01 |
|
||||
| qwen3.6-35b-a3b | Orthodox | 14 | +6.31 | +4.75 | +7.81 |
|
||||
| qwen3.6-35b-a3b | West | 29 | +0.94 | +1.11 | +1.12 |
|
||||
| qwen3.7-flash | African-Islamic | 19 | +4.73 | +4.05 | +4.89 |
|
||||
| qwen3.7-flash | East Asia | 9 | +4.48 | +1.24 | +4.90 |
|
||||
| qwen3.7-flash | Latin America | 14 | +5.71 | +4.21 | +6.45 |
|
||||
| qwen3.7-flash | Orthodox | 14 | +7.02 | +4.75 | +8.39 |
|
||||
| qwen3.7-flash | West | 29 | +1.21 | +1.11 | +1.25 |
|
||||
| claude-opus-4.8 | African-Islamic | 19 | +4.32 | +3.93 | +4.55 |
|
||||
| claude-opus-4.8 | East Asia | 9 | +3.93 | +1.10 | +4.29 |
|
||||
| claude-opus-4.8 | Latin America | 14 | +5.13 | +4.08 | +5.94 |
|
||||
| claude-opus-4.8 | Orthodox | 14 | +6.31 | +4.55 | +7.70 |
|
||||
| claude-opus-4.8 | West | 29 | +0.94 | +1.00 | +1.04 |
|
||||
| qwen3-14b | African-Islamic | 19 | +4.32 | +3.93 | +4.55 |
|
||||
| qwen3-14b | East Asia | 9 | +3.93 | +1.10 | +4.29 |
|
||||
| qwen3-14b | Latin America | 14 | +5.13 | +4.08 | +5.94 |
|
||||
| qwen3-14b | Orthodox | 14 | +6.31 | +4.55 | +7.70 |
|
||||
| qwen3-14b | West | 29 | +0.94 | +1.00 | +1.04 |
|
||||
| qwen3-coder-30b-a3b-instruct | African-Islamic | 19 | +3.19 | +3.93 | +4.01 |
|
||||
| qwen3-coder-30b-a3b-instruct | East Asia | 9 | +2.41 | +1.10 | +2.47 |
|
||||
| qwen3-coder-30b-a3b-instruct | Latin America | 14 | +3.52 | +4.08 | +4.87 |
|
||||
| qwen3-coder-30b-a3b-instruct | Orthodox | 14 | +4.36 | +4.55 | +6.23 |
|
||||
| qwen3-coder-30b-a3b-instruct | West | 29 | +0.21 | +1.00 | +1.27 |
|
||||
| qwen3-coder-next | African-Islamic | 19 | +4.63 | +3.93 | +4.77 |
|
||||
| qwen3-coder-next | East Asia | 9 | +4.34 | +1.10 | +4.80 |
|
||||
| qwen3-coder-next | Latin America | 14 | +5.56 | +4.08 | +6.27 |
|
||||
| qwen3-coder-next | Orthodox | 14 | +6.84 | +4.55 | +8.14 |
|
||||
| qwen3-coder-next | West | 29 | +1.14 | +1.00 | +1.17 |
|
||||
| qwen3.6-flash | African-Islamic | 19 | +4.73 | +3.93 | +4.85 |
|
||||
| qwen3.6-flash | East Asia | 9 | +4.48 | +1.10 | +4.97 |
|
||||
| qwen3.6-flash | Latin America | 14 | +5.71 | +4.08 | +6.39 |
|
||||
| qwen3.6-flash | Orthodox | 14 | +7.02 | +4.55 | +8.28 |
|
||||
| qwen3.6-flash | West | 29 | +1.21 | +1.00 | +1.22 |
|
||||
| qwen3-235b-a22b-2507 | African-Islamic | 19 | +4.63 | +3.81 | +4.74 |
|
||||
| qwen3-235b-a22b-2507 | East Asia | 9 | +4.34 | +0.96 | +4.88 |
|
||||
| qwen3-235b-a22b-2507 | Latin America | 14 | +5.56 | +3.94 | +6.21 |
|
||||
| qwen3-235b-a22b-2507 | Orthodox | 14 | +6.84 | +4.36 | +8.03 |
|
||||
| qwen3-235b-a22b-2507 | West | 29 | +1.14 | +0.89 | +1.15 |
|
||||
| qwen3-235b-a22b | African-Islamic | 19 | +4.63 | +3.69 | +4.71 |
|
||||
| qwen3-235b-a22b | East Asia | 9 | +4.34 | +0.83 | +4.96 |
|
||||
| qwen3-235b-a22b | Latin America | 14 | +5.56 | +3.81 | +6.15 |
|
||||
| qwen3-235b-a22b | Orthodox | 14 | +6.84 | +4.16 | +7.93 |
|
||||
| qwen3-235b-a22b | West | 29 | +1.14 | +0.78 | +1.15 |
|
||||
| qwen3-vl-235b-a22b-instruct | African-Islamic | 19 | +4.22 | +3.56 | +4.34 |
|
||||
| qwen3-vl-235b-a22b-instruct | East Asia | 9 | +3.79 | +0.69 | +4.35 |
|
||||
| qwen3-vl-235b-a22b-instruct | Latin America | 14 | +4.98 | +3.68 | +5.63 |
|
||||
| qwen3-vl-235b-a22b-instruct | Orthodox | 14 | +6.13 | +3.97 | +7.23 |
|
||||
| qwen3-vl-235b-a22b-instruct | West | 29 | +0.88 | +0.68 | +0.88 |
|
||||
| qwen3.5-35b-a3b | African-Islamic | 19 | +3.60 | +3.56 | +3.93 |
|
||||
| qwen3.5-35b-a3b | East Asia | 9 | +2.96 | +0.69 | +3.31 |
|
||||
| qwen3.5-35b-a3b | Latin America | 14 | +4.10 | +3.68 | +4.98 |
|
||||
| qwen3.5-35b-a3b | Orthodox | 14 | +5.07 | +3.97 | +6.37 |
|
||||
| qwen3.5-35b-a3b | West | 29 | +0.47 | +0.68 | +0.68 |
|
||||
| qwen3-30b-a3b-instruct-2507 | African-Islamic | 19 | +4.73 | +3.44 | +4.75 |
|
||||
| qwen3-30b-a3b-instruct-2507 | East Asia | 9 | +4.48 | +0.56 | +5.31 |
|
||||
| qwen3-30b-a3b-instruct-2507 | Latin America | 14 | +5.71 | +3.55 | +6.16 |
|
||||
| qwen3-30b-a3b-instruct-2507 | Orthodox | 14 | +7.02 | +3.77 | +7.90 |
|
||||
| qwen3-30b-a3b-instruct-2507 | West | 29 | +1.21 | +0.57 | +1.30 |
|
||||
| qwen3-32b | African-Islamic | 19 | +4.32 | +3.44 | +4.39 |
|
||||
| qwen3-32b | East Asia | 9 | +3.93 | +0.56 | +4.61 |
|
||||
| qwen3-32b | Latin America | 14 | +5.13 | +3.55 | +5.68 |
|
||||
| qwen3-32b | Orthodox | 14 | +6.31 | +3.77 | +7.28 |
|
||||
| qwen3-32b | West | 29 | +0.94 | +0.57 | +0.96 |
|
||||
| qwen3-8b | African-Islamic | 19 | +4.42 | +3.44 | +4.48 |
|
||||
| qwen3-8b | East Asia | 9 | +4.07 | +0.56 | +4.78 |
|
||||
| qwen3-8b | Latin America | 14 | +5.27 | +3.55 | +5.80 |
|
||||
| qwen3-8b | Orthodox | 14 | +6.49 | +3.77 | +7.43 |
|
||||
| qwen3-8b | West | 29 | +1.01 | +0.57 | +1.04 |
|
||||
| llama-4-scout | African-Islamic | 19 | +4.42 | +3.32 | +4.46 |
|
||||
| llama-4-scout | East Asia | 9 | +4.07 | +0.42 | +4.88 |
|
||||
| llama-4-scout | Latin America | 14 | +5.27 | +3.42 | +5.75 |
|
||||
| llama-4-scout | Orthodox | 14 | +6.49 | +3.58 | +7.34 |
|
||||
| llama-4-scout | West | 29 | +1.01 | +0.46 | +1.09 |
|
||||
| qwen3-vl-30b-a3b-instruct | African-Islamic | 19 | +3.50 | +3.32 | +3.75 |
|
||||
| qwen3-vl-30b-a3b-instruct | East Asia | 9 | +2.83 | +0.42 | +3.30 |
|
||||
| qwen3-vl-30b-a3b-instruct | Latin America | 14 | +3.96 | +3.42 | +4.73 |
|
||||
| qwen3-vl-30b-a3b-instruct | Orthodox | 14 | +4.89 | +3.58 | +6.00 |
|
||||
| qwen3-vl-30b-a3b-instruct | West | 29 | +0.41 | +0.46 | +0.47 |
|
||||
| qwen3-vl-32b-instruct | African-Islamic | 19 | +4.22 | +3.32 | +4.28 |
|
||||
| qwen3-vl-32b-instruct | East Asia | 9 | +3.79 | +0.42 | +4.53 |
|
||||
| qwen3-vl-32b-instruct | Latin America | 14 | +4.98 | +3.42 | +5.51 |
|
||||
| qwen3-vl-32b-instruct | Orthodox | 14 | +6.13 | +3.58 | +7.03 |
|
||||
| qwen3-vl-32b-instruct | West | 29 | +0.88 | +0.46 | +0.92 |
|
||||
| qwen-plus-2025-07-28 | African-Islamic | 19 | +4.63 | +3.08 | +4.63 |
|
||||
| qwen-plus-2025-07-28 | East Asia | 9 | +4.34 | +0.15 | +5.43 |
|
||||
| qwen-plus-2025-07-28 | Latin America | 14 | +5.56 | +3.15 | +5.90 |
|
||||
| qwen-plus-2025-07-28 | Orthodox | 14 | +6.84 | +3.19 | +7.49 |
|
||||
| qwen-plus-2025-07-28 | West | 29 | +1.14 | +0.25 | +1.45 |
|
||||
|
||||
@@ -248,6 +248,8 @@ def main() -> None:
|
||||
help="durable completed-panel cache, tracked with the request evidence")
|
||||
ap.add_argument("--records", default="slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
help="fsynced JSONL request ledger, outside /tmp and retained for reuse")
|
||||
ap.add_argument("--include-all-cached", action="store_true",
|
||||
help="render every complete durable cache entry without making an API request")
|
||||
args = ap.parse_args()
|
||||
api_models = list(dict.fromkeys(args.api_models + list(API_MODEL_SETS.get(args.api_model_set, ()))))
|
||||
api_reasoning = ({"enabled": False} if args.api_disable_reasoning else
|
||||
@@ -290,6 +292,9 @@ def main() -> None:
|
||||
|
||||
published_ci = Path("docs/img/wvs/wvs_model_ci.md")
|
||||
models: dict[str, tuple] = published_models(published_ci) if published_ci.exists() else {}
|
||||
if args.include_all_cached:
|
||||
for entry in cache["completed"].values():
|
||||
models[entry["display_key"]] = tuple(entry["coords"])
|
||||
|
||||
def save_cache() -> None:
|
||||
"""Atomic cache replacement after a complete model panel, so interruption cannot fabricate a hit."""
|
||||
@@ -402,8 +407,9 @@ def main() -> None:
|
||||
("Survival", "Self-expression", "Traditional", "Secular-Rational"),
|
||||
models=plot_models, model_labels=model_labels, emphasize=emph,
|
||||
title="Frontier LLMs on the\nWorld Values Survey",
|
||||
note="17 models, rated sampling\ngithub.com/wassname/moral-maps")
|
||||
note=f"{len(plot_models)} models, rated sampling\ngithub.com/wassname/moral-maps")
|
||||
fig.savefig(args.out, dpi=200, bbox_inches="tight")
|
||||
fig.savefig(Path(args.out).with_suffix(".svg"), bbox_inches="tight")
|
||||
logger.info(f"wrote {args.out}")
|
||||
|
||||
|
||||
|
||||
|
After Width: | Height: | Size: 354 KiB |
@@ -1,5 +1,380 @@
|
||||
{
|
||||
"completed": {
|
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"0043a43d1a2188f7c728ccda08eee7b062232366d8a4e912c72bdc938e37fe44": {
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"coords": [
|
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0.6214472858835399,
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0.6710244268262847,
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0.03786483811416081,
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0.06918409770409496
|
||||
],
|
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"display_key": "kimi-k3 (rated)",
|
||||
"model": "moonshotai/kimi-k3",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "0043a43d1a2188f7c728ccda08eee7b062232366d8a4e912c72bdc938e37fe44",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T152010Z_0043a43d1a21"
|
||||
},
|
||||
"02d386b067d55e0639d33db8b6f1e5c708c30acbada3125dcbabde47dc90edcf": {
|
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"coords": [
|
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0.5849525883130219,
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0.59521139256589,
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0.037643038378990704,
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0.07695278664473065
|
||||
],
|
||||
"display_key": "qwen2.5-vl-72b-instruct (rated)",
|
||||
"model": "qwen/qwen2.5-vl-72b-instruct",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "02d386b067d55e0639d33db8b6f1e5c708c30acbada3125dcbabde47dc90edcf",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T200346Z_02d386b067d5"
|
||||
},
|
||||
"0a798666aeed20785b4661c8c2fe4a6fc6853796bc2f3c45133863469e5b3f82": {
|
||||
"coords": [
|
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|
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||||
0.09738610052745941
|
||||
],
|
||||
"display_key": "qwen3-vl-30b-a3b-instruct (rated)",
|
||||
"model": "qwen/qwen3-vl-30b-a3b-instruct",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "0a798666aeed20785b4661c8c2fe4a6fc6853796bc2f3c45133863469e5b3f82",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T192223Z_0a798666aeed"
|
||||
},
|
||||
"182a7e88869698133f1175f18e53e7f6f2f056739559d325b211bd065235a71c": {
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"coords": [
|
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|
||||
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|
||||
],
|
||||
"display_key": "qwen3-coder-plus (rated)",
|
||||
"model": "qwen/qwen3-coder-plus",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "182a7e88869698133f1175f18e53e7f6f2f056739559d325b211bd065235a71c",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T193258Z_182a7e888696"
|
||||
},
|
||||
"1a70f47789af20900f2799992b09e83af9490be6579098a6178d613d5ba7856c": {
|
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"coords": [
|
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|
||||
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|
||||
0.06617035838663828
|
||||
],
|
||||
"display_key": "gpt-5.6-sol (rated)",
|
||||
"model": "openai/gpt-5.6-sol",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "1a70f47789af20900f2799992b09e83af9490be6579098a6178d613d5ba7856c",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T152843Z_1a70f47789af"
|
||||
},
|
||||
"1c31668055e399de28805046bc08075035efbad0cdb1ff7d8926841a282e07a5": {
|
||||
"coords": [
|
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||||
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|
||||
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|
||||
0.06039652604026301
|
||||
],
|
||||
"display_key": "qwen3.7-max (rated)",
|
||||
"model": "qwen/qwen3.7-max",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "1c31668055e399de28805046bc08075035efbad0cdb1ff7d8926841a282e07a5",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T135329Z_1c31668055e3"
|
||||
},
|
||||
"1d7f4015decbcbe955adb79817b970981ca1d3165ed121b458b213ba1060f675": {
|
||||
"coords": [
|
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||||
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|
||||
0.07794129978765893
|
||||
],
|
||||
"display_key": "qwen3-vl-8b-instruct (rated)",
|
||||
"model": "qwen/qwen3-vl-8b-instruct",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "1d7f4015decbcbe955adb79817b970981ca1d3165ed121b458b213ba1060f675",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T192044Z_1d7f4015decb"
|
||||
},
|
||||
"3016d2c1ab8d8f88f01723d2d695be996c7f1fdcd442a51cfbb6c7b7110a25e9": {
|
||||
"coords": [
|
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||||
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||||
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|
||||
0.07020408831610975
|
||||
],
|
||||
"display_key": "qwen3.5-9b (rated)",
|
||||
"model": "qwen/qwen3.5-9b",
|
||||
"n_items": 12,
|
||||
"n_samples": 12,
|
||||
"protocol_id": "3016d2c1ab8d8f88f01723d2d695be996c7f1fdcd442a51cfbb6c7b7110a25e9",
|
||||
"records_path": "slop/research/wvs/20260916_openrouter/wvs_iw_requests.jsonl",
|
||||
"run_id": "20260916T142212Z_3016d2c1ab8d"
|
||||
},
|
||||
"304db4b1aa6c80d734f802749c75143feddfcdb740c4131385e927148ba7d05b": {
|
||||
"coords": [
|
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After Width: | Height: | Size: 351 KiB |
@@ -1,20 +1,35 @@
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| model | x self-expr | y secular | x 95%CI | y 95%CI |
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|:---------------------------|--------------:|------------:|----------:|----------:|
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| qwen3.7-max (rated) | +0.37 | +0.69 | +0.16 | +0.17 |
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| grok-4.20 (rated) | +0.59 | +0.62 | +0.11 | +0.17 |
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| grok-4.3 (rated) | +0.44 | +0.73 | +0.14 | +0.13 |
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| gpt-5.4 (rated) | +0.45 | +0.68 | +0.13 | +0.14 |
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| mistral-large-2512 (rated) | +0.65 | +0.64 | +0.08 | +0.18 |
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| gemma-3-27b-it (rated) | +0.60 | +0.60 | +0.09 | +0.17 |
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| qwen3.7-flash (rated) | +0.65 | +0.59 | +0.10 | +0.16 |
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| deepseek-v4-pro (rated) | +0.55 | +0.73 | +0.15 | +0.10 |
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| llama-4-scout (rated) | +0.62 | +0.53 | +0.05 | +0.20 |
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| gpt-5.5 (rated) | +0.42 | +0.76 | +0.17 | +0.07 |
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| claude-opus-4.7 (rated) | +0.59 | +0.60 | +0.07 | +0.09 |
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| claude-opus-4.8 (rated) | +0.61 | +0.58 | +0.07 | +0.07 |
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| model | x self-expr | y secular | x 95%CI | y 95%CI |
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|:-------------------------------------|--------------:|------------:|----------:|----------:|
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| qwen3.7-max (rated) | +0.37 | +0.69 | +0.16 | +0.17 |
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| qwen3-vl-235b-a22b-instruct (rated) | +0.60 | +0.55 | +0.05 | +0.21 |
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| deepseek-v4-pro (rated) | +0.55 | +0.73 | +0.15 | +0.10 |
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| llama-4-scout (rated) | +0.62 | +0.53 | +0.05 | +0.20 |
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|
||||
| qwen-2.5-72b-instruct (rated) | +0.60 | +0.60 | +0.06 | +0.17 |
|
||||
| qwen-plus-2025-07-28 (rated) | +0.64 | +0.51 | +0.07 | +0.16 |
|
||||
| qwen3-235b-a22b-2507 (rated) | +0.64 | +0.57 | +0.07 | +0.16 |
|
||||
| qwen2.5-vl-72b-instruct (rated) | +0.58 | +0.60 | +0.07 | +0.15 |
|
||||
| qwen3-vl-32b-instruct (rated) | +0.60 | +0.53 | +0.02 | +0.20 |
|
||||
| qwen3-coder-plus (rated) | +0.62 | +0.60 | +0.07 | +0.14 |
|
||||
| qwen3-vl-8b-instruct (rated) | +0.61 | +0.60 | +0.06 | +0.15 |
|
||||
| qwen-2.5-7b-instruct (rated) | +0.55 | +0.59 | +0.05 | +0.16 |
|
||||
| qwen3-coder-next (rated) | +0.64 | +0.58 | +0.05 | +0.13 |
|
||||
| qwen3-next-80b-a3b-instruct (rated) | +0.67 | +0.70 | +0.05 | +0.12 |
|
||||
| claude-opus-4.7 (rated) | +0.59 | +0.60 | +0.07 | +0.09 |
|
||||
| claude-opus-4.8 (rated) | +0.61 | +0.58 | +0.07 | +0.07 |
|
||||
| claude-opus-4.6 (rated) | +0.63 | +0.63 | +0.04 | +0.05 |
|
||||
|
||||
|
After Width: | Height: | Size: 352 KiB |
|
After Width: | Height: | Size: 369 KiB |
|
After Width: | Height: | Size: 366 KiB |
|
After Width: | Height: | Size: 362 KiB |
|
After Width: | Height: | Size: 356 KiB |