agent_validate_results.json

{
  "run_id": "9aa45610f76e",
  "ts": "2026-07-07T10:58:10Z",
  "model": "Qwen/Qwen3.6-27B-FP8",
  "agent_type": "toolcalling",
  "unlabeled": true,
  "n": 2,
  "n_err": 0,
  "rows": [
    {
      "index": 1,
      "run_id": "9aa45610f76e",
      "ts": "2026-07-07T10:58:10Z",
      "model": "Qwen/Qwen3.6-27B-FP8",
      "gt_codes": [],
      "anchor_codes": [
        "25F24(DEER)",
        "31D15",
        "47I214(+933)"
      ],
      "candidate_pool": [],
      "tool_calls": [
        {
          "step": 1,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "25F24(DEER)",
                  "31D15",
                  "47I214(+933)"
                ]
              }
            }
          ],
          "observations": "{'25F24(DEER)': 'hoofed animals', '31D15': 'adult woman', '47I214(+933)': 'goat'}",
          "error": null
        },
        {
          "step": 2,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "search_iconclass",
              "args": {
                "query": "unicorn",
                "limit": 8
              }
            }
          ],
          "observations": "[{'code': '25FF241', 'description': 'unicorn', 'similarity': 1.0}, {'code': '25FF2412', 'description': \"'pirassoipi' (unicorn with two horns)\", 'similarity': 0.7185}, {'code': '11F243', 'description': 'Mary and the unicorn', 'similarity': 0.6744}, {'code': '25FF2411', 'description': \"unicorn caught by a virgin, 'Chasse \u00e0 la licorne'\", 'similarity': 0.6549}, {'code': '95B(PENELOPE)', 'description': 'Penelope', 'similarity': 0.6405}, {'code': '25FF2413', 'description': \"'oryx unicornis' (cloven footed antelope)\", 'similarity': 0.6376}, {'code': '25F', 'description': 'animals', 'similarity': 0.6321}, {'code': '82A(MERLIN)', 'description': 'Merlin', 'similarity': 0.6299}]",
          "error": null
        },
        {
          "step": 3,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "25FF241",
                  "25FF2411"
                ]
              }
            }
          ],
          "observations": "{'25FF241': 'unicorn', '25FF2411': \"unicorn caught by a virgin, 'Chasse \u00e0 la licorne'\"}",
          "error": null
        },
        {
          "step": 4,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "25FF241",
                  "25FF2411"
                ]
              }
            }
          ],
          "observations": "{'25FF241': 'unicorn', '25FF2411': \"unicorn caught by a virgin, 'Chasse \u00e0 la licorne'\"}",
          "error": null
        },
        {
          "step": 5,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "search_iconclass",
              "args": {
                "query": "thistle",
                "limit": 8
              }
            }
          ],
          "observations": "[{'code': '25G4(THISTLE)', 'description': 'plants and herbs: thistle', 'similarity': 0.91}, {'code': '25G2111(THISTLE-SEED)', 'description': 'seed: thistle-seed', 'similarity': 0.8398}, {'code': '25GG4(THISTLE)', 'description': 'plants and herbs: thistle - GG - fantastic plants, fabulous vegetation', 'similarity': 0.6961}, {'code': '47I119', 'description': 'weeds', 'similarity': 0.6273}, {'code': '25G', 'description': 'plants; vegetation', 'similarity': 0.6157}, {'code': '25G4(BARLEY)', 'description': 'plants and herbs: barley', 'similarity': 0.6013}, {'code': '25G4(RUE)', 'description': 'plants and herbs: rue', 'similarity': 0.5851}, {'code': '25G4', 'description': 'plants and herbs', 'similarity': 0.5811}]",
          "error": null
        },
        {
          "step": 6,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "25G4(THISTLE)"
                ]
              }
            }
          ],
          "observations": "{'25G4(THISTLE)': 'plants and herbs'}",
          "error": null
        },
        {
          "step": 7,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "lookup_iconclass_code",
              "args": {
                "code": "25G4(THISTLE)"
              }
            }
          ],
          "observations": "{'valid': True, 'code': '25G4', 'description': 'plants and herbs', 'parents': [{'code': '2', 'text': 'Nature'}, {'code': '25', 'text': 'earth, world as celestial body'}, {'code': '25G', 'text': 'plants; vegetation'}], 'children': [{'code': '25G4(...)', 'text': 'plants and herbs'}, {'code': '25G41', 'text': 'flowers'}, {'code': '25G49', 'text': 'artificial plants and flowers'}, {'code': '25GG4', 'text': 'fabulous plants and herbs'}], 'n_children': 4, 'siblings': [{'code': '25G1', 'text': 'plants (in general)'}, {'code': '25G2', 'text': 'products of plants in general'}, {'code': '25G3', 'text': 'trees'}, {'code': '25G5', 'text': 'lower plants'}, {'code': '25G6', 'text': 'extinct plants'}, {'code': '25G7', 'text': 'language of flowers'}, {'code': '25GG', 'text': 'fantastic plants, fabulous ve",
          "error": null
        },
        {
          "step": 8,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "25G4(THISTLE)"
                ]
              }
            }
          ],
          "observations": "{'25G4(THISTLE)': 'plants and herbs'}",
          "error": null
        },
        {
          "step": 9,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "search_iconclass",
              "args": {
                "query": "leeks",
                "limit": 8
              }
            }
          ],
          "observations": "[{'code': '41C652', 'description': 'vegetables', 'similarity': 0.6136}, {'code': '41C652(...)', 'description': 'vegetables (with NAME)', 'similarity': 0.5999}, {'code': '41C696', 'description': 'broth, soup', 'similarity': 0.5664}, {'code': '41C681', 'description': 'seafood', 'similarity': 0.5503}, {'code': '25G22(RADISH)', 'description': '(non-fruit) products of plants or trees: radish', 'similarity': 0.5441}, {'code': '25G4(SAVORY)', 'description': 'plants and herbs: savory', 'similarity': 0.5421}, {'code': '25G22(ONION)', 'description': '(non-fruit) products of plants or trees: onion', 'similarity': 0.5364}, {'code': '41C341', 'description': 'dish, plate, saucer', 'similarity': 0.5322}]",
          "error": null
        },
        {
          "step": 10,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "41C652",
                  "41C652(...)"
                ]
              }
            }
          ],
          "observations": "{'41C652': 'vegetables', '41C652(...)': 'vegetables'}",
          "error": null
        },
        {
          "step": 11,
          "model_output": null,
          "tool_calls": [],
          "observations": null,
          "error": "Reached max steps."
        }
      ],
      "proposed": [],
      "accepted": [],
      "rejected": [],
      "final_codes": [
        "25F24(DEER)",
        "31D15",
        "47I214(+933)"
      ],
      "raw_response": "Calling tools:\n[{'id': 'chatcmpl-tool-9c42f3a68b9d2681', 'type': 'function', 'function': {'name': 'define_codes', 'arguments': {'codes': ['41C652', '41C652(...)']}}}]",
      "eval": {},
      "degenerate": false
    },
    {
      "index": 0,
      "run_id": "9aa45610f76e",
      "ts": "2026-07-07T10:58:10Z",
      "model": "Qwen/Qwen3.6-27B-FP8",
      "gt_codes": [],
      "anchor_codes": [
        "31A2422",
        "61B(+52)",
        "61B:31D14"
      ],
      "candidate_pool": [],
      "tool_calls": [
        {
          "step": 1,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "31A2422",
                  "61B(+52)",
                  "61B:31D14"
                ]
              }
            }
          ],
          "observations": "{'31A2422': 'head turned to the right', '61B(+52)': 'historical persons (portraits and scenes from the life)', '61B:31D14': '61B:31D14'}",
          "error": null
        },
        {
          "step": 2,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "lookup_iconclass_code",
              "args": {
                "code": "61B:31D14"
              }
            }
          ],
          "observations": "{'valid': False, 'code': '61B:31D14', 'description': \"Code '61B:31D14' not found in Iconclass\", 'parents': [], 'children': [], 'siblings': []}",
          "error": null
        },
        {
          "step": 3,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "search_iconclass",
              "args": {
                "query": "portrait of a bearded man",
                "limit": 8
              }
            }
          ],
          "observations": "[{'code': '48C42', 'description': 'portrait, self-portrait of monumental artist', 'similarity': 0.6747}, {'code': '48C532', 'description': 'portrait, self-portrait of graphic artist', 'similarity': 0.6684}, {'code': '48C523', 'description': 'portrait, self-portrait of draughtsman', 'similarity': 0.6515}, {'code': '48C32', 'description': 'portrait, self-portrait of craftsman in applied arts', 'similarity': 0.632}, {'code': '48C513', 'description': 'portrait, self-portrait of painter', 'similarity': 0.6312}, {'code': '11D31', 'description': \"'portraits' of Christ\", 'similarity': 0.621}, {'code': '98B(VESPASIAN)9', 'description': 'portrait of Vespasian', 'similarity': 0.6192}, {'code': '48C13', 'description': 'portrait, self-portrait of architect', 'similarity': 0.6191}]",
          "error": null
        },
        {
          "step": 4,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "48C42",
                  "48C532",
                  "48C523",
                  "48C32",
                  "48C513",
                  "11D31",
                  "98B(VESPASIAN)9",
                  "48C13"
                ]
              }
            }
          ],
          "observations": "{'48C42': 'portrait, self-portrait of monumental artist', '48C532': 'portrait, self-portrait of graphic artist', '48C523': 'portrait, self-portrait of draughtsman', '48C32': 'portrait, self-portrait of craftsman in applied arts', '48C513': 'portrait, self-portrait of painter', '11D31': \"'portraits' of Christ\", '98B(VESPASIAN)9': 'male persons from classical history', '48C13': 'portrait, self-portrait of architect'}",
          "error": null
        },
        {
          "step": 5,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "search_iconclass",
              "args": {
                "query": "beard",
                "limit": 8
              }
            }
          ],
          "observations": "[{'code': '31A534', 'description': 'beard', 'similarity': 1.0}, {'code': '31A5341', 'description': 'moustache', 'similarity': 0.8259}, {'code': '31A22621', 'description': 'hair', 'similarity': 0.7132}, {'code': '31A2211', 'description': 'face', 'similarity': 0.7069}, {'code': '31A5339', 'description': 'baldness', 'similarity': 0.7017}, {'code': '31A5351', 'description': 'razor', 'similarity': 0.6899}, {'code': '31A53421', 'description': 'sideburns', 'similarity': 0.6796}, {'code': '46C13171', 'description': 'groom', 'similarity': 0.6652}]",
          "error": null
        },
        {
          "step": 6,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "31A534",
                  "31A5341",
                  "31A22621",
                  "31A2211"
                ]
              }
            }
          ],
          "observations": "{'31A534': 'beard', '31A5341': 'moustache', '31A22621': 'hair', '31A2211': 'face'}",
          "error": null
        },
        {
          "step": 7,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "get_parent_code",
              "args": {
                "code": "31A2422"
              }
            },
            {
              "tool": "get_parent_code",
              "args": {
                "code": "31A534"
              }
            },
            {
              "tool": "get_parent_code",
              "args": {
                "code": "61B(+52)"
              }
            },
            {
              "tool": "get_parent_code",
              "args": {
                "code": "31A22621"
              }
            },
            {
              "tool": "get_parent_code",
              "args": {
                "code": "61B:31D14"
              }
            },
            {
              "tool": "get_parent_code",
              "args": {
                "code": "31A5341"
              }
            },
            {
              "tool": "get_parent_code",
              "args": {
                "code": "31A2211"
              }
            }
          ],
          "observations": "{'valid': True, 'parent_code': '31A242', 'parent_description': 'head turned sideways'}\n{'valid': True, 'parent_code': '31A53', 'parent_description': 'hairdress'}\n{'valid': True, 'parent_code': '61', 'parent_description': 'historical events and situations; historical persons'}\n{'valid': True, 'parent_code': '31A2262', 'parent_description': 'skin (human)'}\n{'valid': False, 'parent_code': None, 'parent_description': \"Code '61B:31D14' not found\"}\n{'valid': True, 'parent_code': '31A534', 'parent_description': 'beard'}\n{'valid': True, 'parent_code': '31A221', 'parent_description': 'head (human)'}",
          "error": null
        },
        {
          "step": 8,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "31A242",
                  "31A53",
                  "61",
                  "31A2262",
                  "31A221"
                ]
              }
            }
          ],
          "observations": "{'31A242': 'head turned sideways', '31A53': 'hairdress', '61': 'historical events and situations; historical persons', '31A2262': 'skin (human)', '31A221': 'head (human)'}",
          "error": null
        },
        {
          "step": 9,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "lookup_iconclass_code",
              "args": {
                "code": "31A534"
              }
            }
          ],
          "observations": "{'valid': True, 'code': '31A534', 'description': 'beard', 'parents': [{'code': '3', 'text': 'Human Being, Man in General'}, {'code': '31', 'text': 'man in a general biological sense'}, {'code': '31A', 'text': \"the (nude) human figure; 'Corpo humano' (Ripa)\"}, {'code': '31A5', 'text': 'care of the body, hygiene'}, {'code': '31A53', 'text': 'hairdress'}], 'children': [{'code': '31A5341', 'text': 'moustache'}, {'code': '31A5342', 'text': 'whiskers'}, {'code': '31A5349', 'text': 'false beard or moustache'}, {'code': '31AA534', 'text': 'beard - AA - ~ women'}], 'n_children': 4, 'siblings': [{'code': '31A531', 'text': 'care of the hair'}, {'code': '31A532', 'text': 'hair-cutting'}, {'code': '31A533', 'text': 'styles of hairdress'}, {'code': '31A535', 'text': 'barber, barbershop'}, {'code': '31A5",
          "error": null
        },
        {
          "step": 10,
          "model_output": "",
          "tool_calls": [
            {
              "tool": "define_codes",
              "args": {
                "codes": [
                  "31A5341",
                  "31A5342",
                  "31A5349",
                  "31AA534"
                ]
              }
            }
          ],
          "observations": "{'31A5341': 'moustache', '31A5342': 'whiskers', '31A5349': 'false beard or moustache', '31AA534': 'beard - AA - ~ women'}",
          "error": null
        },
        {
          "step": 11,
          "model_output": null,
          "tool_calls": [],
          "observations": null,
          "error": "Reached max steps."
        }
      ],
      "proposed": [
        "31A534",
        "31A22621",
        "98B(VESPASIAN)9",
        "48C42",
        "11D31"
      ],
      "accepted": [
        "31A534",
        "31A22621"
      ],
      "rejected": [
        {
          "code": "98B(VESPASIAN)9",
          "reason": "The figure is not Vespasian."
        },
        {
          "code": "48C42",
          "reason": "No evidence this is a self-portrait of a monumental artist."
        },
        {
          "code": "11D31",
          "reason": "The figure is not Christ."
        }
      ],
      "final_codes": [
        "31A2422",
        "61B(+52)",
        "61B:31D14",
        "31A534",
        "31A22621"
      ],
      "raw_response": "Based on the visual evidence:\n1.  **Beard (31A534)**: The figure has a very prominent, long, full beard. This is a specific attribute depicted.\n2.  **Moustache (31A5341)**: The figure also has a moustache, which is a child of the beard code but distinct enough to be noted if specific, though often subsumed. However, looking at the hierarchy, `31A534` (beard) is the primary descriptor for the facial hair style. `31A5341` is a child. I will accept the beard code.\n3.  **Hair (31A22621)**: The figure has hair on his head. This is a generic attribute.\n4.  **Face (31A2211)**: The figure has a face. Generic.\n5.  **Portrait of specific person**: The prompt mentions `61B:31D14` was assigned but is invalid. The image looks like a portrait of a historical figure, possibly a philosopher or religious figure, but without specific attributes (like a specific book, halo, or tool) identifying him as a specific saint or historical person (other than the generic \"historical person\" code already assigned), I cannot assign a specific `61B` leaf code. The search results for \"portrait of a bearded man\" returned generic artist self-portraits or specific historical figures like Vespasian which do not match the visual style or likely subject (looks more like a 19th-century drawing of a generic or specific intellectual).\n6.  **Clothing**: The figure wears a dark coat with a high collar. No specific code for this generic clothing was found or is necessary unless it's a specific uniform.\n\nI will accept the code for the beard as it is a defining feature. I will reject the specific historical person codes found in search (like Vespasian) as they are not depicted. I will reject the self-portrait codes as there is no evidence this is a self-portrait.\n\nThe code `31A534` (beard) is clearly depicted.\nThe code `31A5341` (moustache) is also depicted, but `31A534` covers the main facial hair. I'll stick to the most descriptive leaf.\nThe code `31A22621` (hair) is depicted.\n\nLet's refine the \"accepted\" list. The prompt asks for *additional* codes.\n- `31A534` (beard) is a strong candidate.\n- `31A22621` (hair) is a strong candidate.\n\nI will reject the specific historical figures found in the search (e.g., Vespasian) because the image does not depict them.\n\n```json\n{\n  \"accepted\": [\n    \"31A534\",\n    \"31A22621\"\n  ],\n  \"rejected\": [\n    {\n      \"code\": \"98B(VESPASIAN)9\",\n      \"reason\": \"The figure is not Vespasian.\"\n    },\n    {\n      \"code\": \"48C42\",\n      \"reason\": \"No evidence this is a self-portrait of a monumental artist.\"\n    },\n    {\n      \"code\": \"11D31\",\n      \"reason\": \"The figure is not Christ.\"\n    }\n  ]\n}\n```",
      "eval": {},
      "degenerate": false
    }
  ]
}