Evaluate OpenAI Decisions on all three public image attack sets

Add gpt-6-luna Decisions results on all 543 frozen image attack candidates. Preserve all prior results, records and images. Include ASR, refusal counts, native image input settings and per-group breakdowns.

CHANGELOG.md

@@ -1,5 +1,11 @@
 # Changelog
 
+## Results update — OpenAI Decisions on image attacks
+
+Evaluate gpt-6-luna through the official Decisions API on all 543 image candidates.
+All three image configurations now have 17 evaluated models. Publish refusal
+counts, native scoring, usage and per-group results. Data version remains 1.2.0.
+
 ## Results update — complete image perturbation model coverage
 
 Add eight checkpoints on all 200 image-perturbation candidates, increasing coverage

MANIFEST.json

@@ -10,16 +10,16 @@
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@@ -174,8 +174,8 @@
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@@ -2756,6 +2756,10 @@
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       "sha256": "37345a9dc1f8f318355f5faa335743c0b65ce3b69efaad88383330db9ca8e14e"
+    },
+    "results/openai_image_by_group.json": {
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+      "sha256": "47d9c0d2f12dd70cf19a3f69108f2f5de60f3b54b4725133dfb706b1bd8fef89"
     }
   }
 }

README.md

@@ -78,7 +78,7 @@ adapter/input differences. [CSV](results/asr.csv), [JSON](results/asr.json) and
 | Imajev-9B | 19.6% (20/102) | 69.6% (213/306) | 11.3% (18/159) | 29.1% (52/179) | 47.0% (47/100) |
 | Decision-2.0-Lux-9B | 28.3% (34/120) | 26.0% (77/296) | — | — | — |
 | StandardOne-3B | 24.8% (27/109) | 35.2% (95/270) | 19.4% (27/139) | 56.8% (88/155) | 34.2% (25/73) |
-| OpenAI Decisions / gpt-6-luna | 15.6% (20/128) | 33.9% (108/319) | — | — | — |
+| OpenAI Decisions / gpt-6-luna | 15.6% (20/128) | 33.9% (108/319) | 15.5% (24/155) | 35.2% (68/193) | 52.5% (42/80) |
 | H2O-Lightning-4B | 39.0% (46/118) | 45.0% (140/311) | 26.1% (42/161) | 17.7% (32/181) | 23.9% (22/92) |
 | Liquid d1-3B | 25.7% (26/101) | 22.0% (59/268) | 18.6% (16/86) | 49.6% (69/139) | 18.2% (12/66) |
 | Perplexity Decider v1.1-27B | 19.5% (26/133) | 60.9% (213/350) | 3.2% (6/190) | 26.3% (56/213) | 45.7% (48/105) |

docs/evaluation.md

@@ -107,3 +107,24 @@ ASR remains candidate-weighted over clean-correct pairs. Data membership, image
 bytes and all previously published metrics are unchanged. Additional breakdowns
 by source, scenario, attack and task mode are in
 [image perturbation breakdowns](../results/image_perturbation_extended_by_group.json).
+
+## OpenAI Decisions image evaluation — 2026-10-12
+
+The official `/v1/decisions` endpoint with `gpt-6-luna` now covers all three
+image configurations, bringing each to 17 evaluated models. We send the original
+image bytes as base64 `input_image` parts alongside the complete serialized state,
+without local resizing or recompression, using default image detail. Question
+adaptation matches the prior text evaluation: native Choice values/descriptions
+and Noul as predicate probabilities, with source criteria preserved verbatim.
+The model was not used for selection.
+
+All 692 unique requests completed for 543 candidate pairs. One HTTP 504 was retried
+successfully. Refusals exclude 2 image-perturbation pairs (adv refusal) and 4
+image-instruction pairs (clean refusal); image overlay has 223 valid pairs.
+The primary ASR uses valid clean-correct candidate pairs, preserving the existing
+refusal policy. Refusal counts, settings and token usage are recorded in
+[model details](../results/model_details.json); per-source, scenario, attack and
+mode aggregates are in [OpenAI image breakdowns](../results/openai_image_by_group.json).
+Data membership, all image bytes and previously published metrics remain unchanged.
+
+Official interface and base pricing: [Decisions guide](https://developers.openai.com/api/docs/guides/decisions).

results/asr.csv

@@ -79,6 +79,7 @@ image_perturbation_curated,imajev9,Imajev-9B,200,200,0,18,159,0.1132075471698113
 image_perturbation_curated,gev,GEV-26B-Decide,200,200,0,7,156,0.04487179487179487,0.78,0.8,False,{}
 image_perturbation_curated,onejev27,OneJev-27B,200,200,0,11,176,0.0625,0.88,0.875,False,{}
 image_perturbation_curated,openjev,OpenJEV-27B,200,200,0,12,196,0.061224489795918366,0.98,0.93,False,{}
+image_perturbation_curated,openai,OpenAI Decisions / gpt-6-luna,200,198,2,24,155,0.15483870967741936,0.7828282828282829,0.7222222222222222,False,"{""refusal_or_unanswered"": 2}"
 image_overlay_curated,gev,GEV-26B-Decide,223,223,0,55,201,0.2736318407960199,0.9013452914798207,0.6816143497757847,False,{}
 image_overlay_curated,imajev,Imajev-4B,223,223,0,69,187,0.3689839572192513,0.8385650224215246,0.5426008968609866,True,{}
 image_overlay_curated,imajev9,Imajev-9B,223,223,0,52,179,0.2905027932960894,0.8026905829596412,0.600896860986547,False,{}
@@ -99,6 +100,7 @@ image_overlay_curated,inner27,InnerJev-27B-Full,223,0,223,0,0,,,,False,"{""image
 image_overlay_curated,gliner,GLiNER2.5-Decide-340M,223,0,223,0,0,,,,False,"{""image_input_not_supported"": 223}"
 image_overlay_curated,clm,CLM-v0.1-8B,223,0,223,0,0,,,,False,"{""image_input_not_supported"": 223}"
 image_overlay_curated,laya_multi,Laya Multilingual-322M,223,0,223,0,0,,,,False,"{""image_input_not_supported"": 223}"
+image_overlay_curated,openai,OpenAI Decisions / gpt-6-luna,223,223,0,68,193,0.35233160621761656,0.8654708520179372,0.5650224215246636,False,{}
 image_instruction_curated,gev,GEV-26B-Decide,120,120,0,42,105,0.4,0.875,0.525,False,{}
 image_instruction_curated,imajev,Imajev-4B,120,120,0,27,99,0.2727272727272727,0.825,0.6333333333333333,True,{}
 image_instruction_curated,imajev9,Imajev-9B,120,120,0,47,100,0.47,0.8333333333333334,0.44166666666666665,False,{}
@@ -119,3 +121,4 @@ image_instruction_curated,inner27,InnerJev-27B-Full,120,0,120,0,0,,,,False,"{""i
 image_instruction_curated,gliner,GLiNER2.5-Decide-340M,120,0,120,0,0,,,,False,"{""image_input_not_supported"": 120}"
 image_instruction_curated,clm,CLM-v0.1-8B,120,0,120,0,0,,,,False,"{""image_input_not_supported"": 120}"
 image_instruction_curated,laya_multi,Laya Multilingual-322M,120,0,120,0,0,,,,False,"{""image_input_not_supported"": 120}"
+image_instruction_curated,openai,OpenAI Decisions / gpt-6-luna,120,116,4,42,80,0.525,0.6896551724137931,0.35344827586206895,False,"{""refusal_or_unanswered"": 4}"

results/asr.json

@@ -1245,6 +1245,23 @@
       "adv_accuracy_on_valid_pairs": 0.93,
       "used_for_selection": false,
       "excluded_reasons": {}
+    },
+    {
+      "config": "image_perturbation_curated",
+      "model": "openai",
+      "model_name": "OpenAI Decisions / gpt-6-luna",
+      "candidates": 200,
+      "valid_pairs": 198,
+      "excluded_pairs": 2,
+      "successes": 24,
+      "denominator": 155,
+      "asr": 0.15483870967741936,
+      "clean_accuracy_on_valid_pairs": 0.7828282828282829,
+      "adv_accuracy_on_valid_pairs": 0.7222222222222222,
+      "excluded_reasons": {
+        "refusal_or_unanswered": 2
+      },
+      "used_for_selection": false
     }
   ],
   "image_overlay_curated": [
@@ -1555,6 +1572,21 @@
       "excluded_reasons": {
         "image_input_not_supported": 223
       }
+    },
+    {
+      "config": "image_overlay_curated",
+      "model": "openai",
+      "model_name": "OpenAI Decisions / gpt-6-luna",
+      "candidates": 223,
+      "valid_pairs": 223,
+      "excluded_pairs": 0,
+      "successes": 68,
+      "denominator": 193,
+      "asr": 0.35233160621761656,
+      "clean_accuracy_on_valid_pairs": 0.8654708520179372,
+      "adv_accuracy_on_valid_pairs": 0.5650224215246636,
+      "excluded_reasons": {},
+      "used_for_selection": false
     }
   ],
   "image_instruction_curated": [
@@ -1865,6 +1897,23 @@
       "excluded_reasons": {
         "image_input_not_supported": 120
       }
+    },
+    {
+      "config": "image_instruction_curated",
+      "model": "openai",
+      "model_name": "OpenAI Decisions / gpt-6-luna",
+      "candidates": 120,
+      "valid_pairs": 116,
+      "excluded_pairs": 4,
+      "successes": 42,
+      "denominator": 80,
+      "asr": 0.525,
+      "clean_accuracy_on_valid_pairs": 0.6896551724137931,
+      "adv_accuracy_on_valid_pairs": 0.35344827586206895,
+      "excluded_reasons": {
+        "refusal_or_unanswered": 4
+      },
+      "used_for_selection": false
     }
   ]
 }

results/model_details.json

@@ -620,7 +620,57 @@
   },
   "openai": {
     "name": "OpenAI Decisions / gpt-6-luna",
-    "api_model": "gpt-6-luna"
+    "api_model": "gpt-6-luna",
+    "image_evaluation_binding": {
+      "endpoint": "https://api.openai.com/v1/decisions",
+      "requested_model": "gpt-6-luna",
+      "actual_models": {
+        "gpt-6-luna": 692
+      },
+      "protocol": "Frozen v1.2.0 public image sets; complete native state and questions; original image bytes as base64 input_image, no resizing/recompression, default image detail. Original Choice value/description; Noul -> predicate using unchanged historical text adapter. Shared exact payloads deduplicated across suites. No defense text, no added gold/attack target. Score only task.question_ids. Refusals excluded from primary paired ASR and counted separately.",
+      "runner_sha256": "28d55415786082937a61faa3ef5e44b068a3ad64b8f757bdcbcdd0337951df55",
+      "question_adapter_sha256": "474d03ae884cef73d9e90d65738225e72ba2ec2b026fb1a82e0f9174c04efc68",
+      "scoring_sha256": "74cc15b47334b9b8d778c6ccc1664a9fcd22c71408e96e5e40038fb90d1a421c",
+      "requests": 692,
+      "usage": {
+        "input_tokens": 770584,
+        "output_tokens": 0,
+        "total_tokens": 770584,
+        "attempts": 693,
+        "estimated_base_usd": 0.07705840000000001,
+        "http_status_counts": {
+          "200": 692,
+          "504": 1
+        }
+      },
+      "price_basis": {
+        "base_input_usd_per_million_tokens": 0.1,
+        "output_usd": 0,
+        "source": "https://developers.openai.com/api/docs/guides/decisions",
+        "checked": "2026-10-12",
+        "note": "Base estimate, not invoice; no regional/long-context premiums inferred."
+      },
+      "question_refusals_by_config": {
+        "image_perturbation_curated": {
+          "pairs": 200,
+          "valid_pairs": 198,
+          "clean_refusals": 0,
+          "adv_refusals": 2
+        },
+        "image_overlay_curated": {
+          "pairs": 223,
+          "valid_pairs": 223,
+          "clean_refusals": 0,
+          "adv_refusals": 0
+        },
+        "image_instruction_curated": {
+          "pairs": 120,
+          "valid_pairs": 116,
+          "clean_refusals": 4,
+          "adv_refusals": 0
+        }
+      }
+    }
   },
   "h2o": {
     "name": "H2O-Lightning-4B",

results/openai_image_by_group.json

@@ -0,0 +1,957 @@
+{
+  "image_perturbation_curated": {
+    "source": {
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+      "imajev_bench": {
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