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{
 "summary": {
 "model": "davanstrien/qwen35-9b-iconclass-sft-brillplus",
 "dataset": "davanstrien/iconclass-vlm-brillfull",
 "split": "test",
 "num_evaluated": 788,
 "num_skipped": 0,
 "elapsed_seconds": 1629.4,
 "exact_match_accuracy": 0.0736,
 "hierarchical_f1": 0.5698,
 "code_precision": 0.3463,
 "code_recall": 0.2768,
 "code_f1": 0.3077,
 "valid_json_pct": 0.9975,
 "valid_code_pct": 1.0
 },
 "results": [
 {
 "index": 0,
 "gt_codes": [
 "25F3",
 "25F38(PHEASANT)",
 "25H",
 "25H11",
 "25H213",
 "34B232(+51)"
 ],
 "predicted_codes": [
 "25H",
 "41A673"
 ],
 "generated_text": "{\"iconclass-codes\": [\"25H\", \"41A673\"]}",
 "valid_json": true,
 "valid_code_count": 2,
 "total_predicted": 2,
 "exact_match": false,
 "hierarchical_f1": 0.4915254237288135,
 "code_precision": 0.5,
 "code_recall": 0.16666666666666666
 },
 {
 "index": 1,
 "gt_codes": [
 "31A235",
 "31A24(+1)",
 "31D15:61BB",
 "61B(+53)",
 "61B:31A2212(+1)"
 ],
 "predicted_codes": [
 "31A24(+1)",
 "31D15:61BB",
 "61B(+53)",
 "61B:31A2212(+1)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A24(+1)\", \"31D15:61BB\", \"61B(+53)\", \"61B:31A2212(+1)\"]}",
 "valid_json": true,
 "valid_code_count": 4,
 "total_predicted": 4,
 "exact_match": false,
 "hierarchical_f1": 0.9754098360655737,
 "code_precision": 1.0,
 "code_recall": 0.8
 },
 {
 "index": 2,
 "gt_codes": [
 "31A235",
 "31A2422",
 "41D222(CRAVAT)",
 "42F5(+0)",
 "48C5142",
 "61B(+54)",
 "61B:31A2212(+1)",
 "61B:31D14"
 ],
 "predicted_codes": [
 "31A235",
 "42G:61B2(...)13"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A235\", \"42G:61B2(...)13\"]}",
 "valid_json": true,
 "valid_code_count": 2,
 "total_predicted": 2,
 "exact_match": false,
 "hierarchical_f1": 0.43253731343283586,
 "code_precision": 0.5,
 "code_recall": 0.125
 },
 {
 "index": 3,
 "gt_codes": [
 "71P4121"
 ],
 "predicted_codes": [
 "92D1",
 "31A5461",
 "31AA54"
 ],
 "generated_text": "{\"iconclass-codes\": [\"92D1\", \"31A5461\", \"31AA54\"]}",
 "valid_json": true,
 "valid_code_count": 3,
 "total_predicted": 3,
 "exact_match": false,
 "hierarchical_f1": 0.0,
 "code_precision": 0.0,
 "code_recall": 0.0
 },
 {
 "index": 4,
 "gt_codes": [
 "25I1"
 ],
 "predicted_codes": [
 "25I",
 "31A(+73)",
 "46B"
 ],
 "generated_text": "{\"iconclass-codes\": [\"25I\", \"31A(+73)\", \"46B\"]}",
 "valid_json": true,
 "valid_code_count": 3,
 "total_predicted": 3,
 "exact_match": false,
 "hierarchical_f1": 0.285,
 "code_precision": 0.0,
 "code_recall": 0.0
 },
 {
 "index": 5,
 "gt_codes": [
 "92C2",
 "92C4"
 ],
 "predicted_codes": [
 "42E131",
 "59B32"
 ],
 "generated_text": "{\"iconclass-codes\": [\"42E131\", \"59B32\"]}",
 "valid_json": true,
 "valid_code_count": 2,
 "total_predicted": 2,
 "exact_match": false,
 "hierarchical_f1": 0.0,
 "code_precision": 0.0,
 "code_recall": 0.0
 },
 {
 "index": 6,
 "gt_codes": [
 "48B3",
 "48C513",
 "48C523",
 "61B2(HENDRIK BUSSERUS)11"
 ],
 "predicted_codes": [
 "48C513"
 ],
 "generated_text": "{\"iconclass-codes\": [\"48C513\"]}",
 "valid_json": true,
 "valid_code_count": 1,
 "total_predicted": 1,
 "exact_match": false,
 "hierarchical_f1": 0.7055016181229773,
 "code_precision": 1.0,
 "code_recall": 0.25
 },
 {
 "index": 7,
 "gt_codes": [
 "73G4932",
 "73G4933",
 "73G4931"
 ],
 "predicted_codes": [
 "73G48",
 "73G49"
 ],
 "generated_text": "{\"iconclass-codes\": [\"73G48\", \"73G49\"]}",
 "valid_json": true,
 "valid_code_count": 2,
 "total_predicted": 2,
 "exact_match": false,
 "hierarchical_f1": 0.8305714285714285,
 "code_precision": 0.0,
 "code_recall": 0.0
 },
 {
 "index": 8,
 "gt_codes": [
 "44B1"
 ],
 "predicted_codes": [
 "45C22",
 "61B2(AUGUST <Braunschweig-Wolfenb\u00fcttel, Herzog>)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"45C22\", \"61B2(AUGUST <Braunschweig-Wolfenb\\u00fcttel, Herzog>)\"]}",
 "valid_json": true,
 "valid_code_count": 2,
 "total_predicted": 2,
 "exact_match": false,
 "hierarchical_f1": 0.12666666666666665,
 "code_precision": 0.0,
 "code_recall": 0.0
 },
 {
 "index": 9,
 "gt_codes": [
 "31A2421",
 "31D15:61BB",
 "61B(+52)"
 ],
 "predicted_codes": [
 "31A2421",
 "31D15:61BB",
 "61B(+52)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A2421\", \"31D15:61BB\", \"61B(+52)\"]}",
 "valid_json": true,
 "valid_code_count": 3,
 "total_predicted": 3,
 "exact_match": true,
 "hierarchical_f1": 1.0,
 "code_precision": 1.0,
 "code_recall": 1.0
 },
 {
 "index": 10,
 "gt_codes": [
 "85"
 ],
 "predicted_codes": [
 "83(BOCCACCIO, Filocolo)",
 "94C121",
 "94C122"
 ],
 "generated_text": "{\"iconclass-codes\": [\"83(BOCCACCIO, Filocolo)\", \"94C121\", \"94C122\"]}",
 "valid_json": true,
 "valid_code_count": 3,
 "total_predicted": 3,
 "exact_match": false,
 "hierarchical_f1": 0.1,
 "code_precision": 0.0,
 "code_recall": 0.0
 },
 {
 "index": 11,
 "gt_codes": [
 "61B(+2)",
 "61B(+55)"
 ],
 "predicted_codes": [
 "31A231",
 "31D15:61BB",
 "48C161",
 "61B(+55)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A231\", \"31D15:61BB\", \"48C161\", \"61B(+55)\"]}",
 "valid_json": true,
 "valid_code_count": 4,
 "total_predicted": 4,
 "exact_match": false,
 "hierarchical_f1": 0.4,
 "code_precision": 0.25,
 "code_recall": 0.5
 },
 {
 "index": 12,
 "gt_codes": [
 "31A24(+1)",
 "31D15:61BB",
 "41D225",
 "41D2661",
 "41D2662",
 "46A122",
 "61B(+53)"
 ],
 "predicted_codes": [
 "31A24(+1)",
 "31D15:61BB",
 "41D222(RUFF)",
 "41D26611",
 "46A122",
 "61B(+53)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A24(+1)\", \"31D15:61BB\", \"41D222(RUFF)\", \"41D26611\", \"46A122\", \"61B(+53)\"]}",
 "valid_json": true,
 "valid_code_count": 6,
 "total_predicted": 6,
 "exact_match": false,
 "hierarchical_f1": 0.969793776468422,
 "code_precision": 0.6666666666666666,
 "code_recall": 0.5714285714285714
 },
 {
 "index": 13,
 "gt_codes": [
 "49D22(+0):13C222:49D36",
 "49E39",
 "5(+3)"
 ],
 "predicted_codes": [
 "49D22(+0)",
 "49E39"
 ],
 "generated_text": "{\"iconclass-codes\": [\"49D22(+0)\", \"49E39\"]}",
 "valid_json": true,
 "valid_code_count": 2,
 "total_predicted": 2,
 "exact_match": false,
 "hierarchical_f1": 0.8,
 "code_precision": 0.5,
 "code_recall": 0.3333333333333333
 },
 {
 "index": 14,
 "gt_codes": [
 "48A9876(+744)",
 "48A9861",
 "48A98211",
 "48A98333",
 "31AA2321",
 "31A2321",
 "48A9854",
 "11G1911"
 ],
 "predicted_codes": [
 "73F2146"
 ],
 "generated_text": "{\"iconclass-codes\": [\"73F2146\"]}",
 "valid_json": true,
 "valid_code_count": 1,
 "total_predicted": 1,
 "exact_match": false,
 "hierarchical_f1": 0.0,
 "code_precision": 0.0,
 "code_recall": 0.0
 },
 {
 "index": 15,
 "gt_codes": [
 "25G4(Coriander)"
 ],
 "predicted_codes": [
 "25G4(Coriander)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"25G4(Coriander)\"]}",
 "valid_json": true,
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 },
 {
 "index": 16,
 "gt_codes": [
 "31A2421",
 "31D12",
 "45B",
 "61B(+52)",
 "61B:31A2212(+1)",
 "61B:31D14"
 ],
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 "31A2422",
 "45B",
 "61B(+52)",
 "61B:31D14"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A2422\", \"45B\", \"61B(+52)\", \"61B:31D14\"]}",
 "valid_json": true,
 "valid_code_count": 4,
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 "code_precision": 0.75,
 "code_recall": 0.5
 },
 {
 "index": 17,
 "gt_codes": [
 "73",
 "73B57"
 ],
 "predicted_codes": [
 "73",
 "73B4"
 ],
 "generated_text": "{\"iconclass-codes\": [\"73\", \"73B4\"]}",
 "valid_json": true,
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 "hierarchical_f1": 0.7849999999999999,
 "code_precision": 0.5,
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 },
 {
 "index": 18,
 "gt_codes": [
 "49L17",
 "49M413",
 "49M3",
 "49L12(T)"
 ],
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 "49L17",
 "49M413",
 "49M3",
 "49L12(Z)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"49L17\", \"49M413\", \"49M3\", \"49L12(Z)\"]}",
 "valid_json": true,
 "valid_code_count": 4,
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 "hierarchical_f1": 1.0,
 "code_precision": 0.75,
 "code_recall": 0.75
 },
 {
 "index": 19,
 "gt_codes": [
 "25F3",
 "31D12",
 "31D13",
 "41A1",
 "41A77",
 "43C114",
 "45C15(ARROW)",
 "45C15(BOW)",
 "46C13141",
 "46C1463"
 ],
 "predicted_codes": [
 "25F3",
 "46C13141"
 ],
 "generated_text": "{\"iconclass-codes\": [\"25F3\", \"46C13141\"]}",
 "valid_json": true,
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 },
 {
 "index": 20,
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 "71T551"
 ],
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 "71C324"
 ],
 "generated_text": "{\"iconclass-codes\": [\"71C324\"]}",
 "valid_json": true,
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 },
 {
 "index": 21,
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 "25F24(DEER)(+621)",
 "25G3",
 "25G4(DICTAMNUS)",
 "25H114",
 "31A2351",
 "31A25552",
 "31EE23461",
 "33C971",
 "45C15(ARROW)",
 "45C15(BOW)",
 "45C23",
 "54AA7(+4)",
 "56BB1(+4)",
 "56F2(+4)",
 "92D16",
 "92D18(ARROW)",
 "92D18(BOW)",
 "92D18(QUIVER)"
 ],
 "predicted_codes": [
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 "25G11",
 "25H114",
 "31A2351",
 "31D12",
 "34B11(+9512)",
 "47I2213",
 "56F2(+4)",
 "86(AMORIS ARMA PARAT)",
 "92D156"
 ],
 "generated_text": "{\"iconclass-codes\": [\"25F24(DEER)(+63)\", \"25G11\", \"25H114\", \"31A2351\", \"31D12\", \"34B11(+9512)\", \"47I2213\", \"56F2(+4)\", \"86(AMORIS ARMA PARAT)\", \"92D156\"]}",
 "valid_json": true,
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 },
 {
 "index": 22,
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 "41A3311",
 "41A721",
 "42G:61B2(...)13",
 "47I4222"
 ],
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 "31A25(+9321)",
 "41D266",
 "42G:61B2(...)13"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A25(+9321)\", \"41D266\", \"42G:61B2(...)13\"]}",
 "valid_json": true,
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 "hierarchical_f1": 0.47923544743701124,
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 "code_recall": 0.25
 },
 {
 "index": 23,
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 "31A2421",
 "31D15:61BB",
 "41D222(RABAT)",
 "61B(+52)"
 ],
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 "31A2421",
 "31D15:61BB",
 "41D221(BOOGJESMUTS)",
 "41D222(RUFF)",
 "41D2661",
 "61B(+53)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A2421\", \"31D15:61BB\", \"41D221(BOOGJESMUTS)\", \"41D222(RUFF)\", \"41D2661\", \"61B(+53)\"]}",
 "valid_json": true,
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 },
 {
 "index": 24,
 "gt_codes": [
 "31A231",
 "31A2422",
 "44B1:61B(+2)",
 "61B(+55)",
 "61B:31A2212(+1)",
 "61B:31D14"
 ],
 "predicted_codes": [
 "31A231",
 "45B",
 "61B(+55)",
 "61B:31D14"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A231\", \"45B\", \"61B(+55)\", \"61B:31D14\"]}",
 "valid_json": true,
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 },
 {
 "index": 25,
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 "31A24(+1)",
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 "31D17",
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 ],
 "generated_text": "{\"iconclass-codes\": [\"31A235\", \"31A24(+1)\", \"31D15:61BB\", \"61B(+54)\", \"61B:31A2212(+1)\"]}",
 "valid_json": true,
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 },
 {
 "index": 26,
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 "23O41",
 "23O42",
 "23O43",
 "23O11",
 "23O12"
 ],
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 "23O41",
 "23O42"
 ],
 "generated_text": "{\"iconclass-codes\": [\"23O41\", \"23O42\"]}",
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 },
 {
 "index": 27,
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 "44C35(SOCIALISMO)",
 "41C711",
 "61B2(LENIN, Vladimir)3",
 "61B2(KUN, Bela)3"
 ],
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 "48C91",
 "61B2(MASSIMILIANO VIANI)(+4)"
 ],
 "generated_text": "{\"iconclass-codes\": [\"48C91\", \"61B2(MASSIMILIANO VIANI)(+4)\"]}",
 "valid_json": true,
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 },
 {
 "index": 28,
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 "11M3",
 "94O5"
 ],
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 "11R5",
 "31F26"
 ],
 "generated_text": "{\"iconclass-codes\": [\"11R5\", \"31F26\"]}",
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 },
 {
 "index": 29,
 "gt_codes": [
 "44C312",
 "44B42",
 "61I(CONGRESSO DI BRUXELLES)",
 "54AA2"
 ],
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 "46B53",
 "48C721",
 "44A5(+2)(ITALIA)",
 "44G0"
 ],
 "generated_text": "{\"iconclass-codes\": [\"46B53\", \"48C721\", \"44A5(+2)(ITALIA)\", \"44G0\"]}",
 "valid_json": true,
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 },
 {
 "index": 30,
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 ],
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 ],
 "generated_text": "{\"iconclass-codes\": [\"11I62\"]}",
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 },
 {
 "index": 31,
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 "25H11",
 "25H216",
 "31B6235",
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 "34B11",
 "46C11",
 "46C131",
 "46C13142",
 "47I211",
 "47I221"
 ],
 "predicted_codes": [
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 "46C131"
 ],
 "generated_text": "{\"iconclass-codes\": [\"25H11\", \"46C131\"]}",
 "valid_json": true,
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 },
 {
 "index": 32,
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 "25H",
 "34B11",
 "43C114"
 ],
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 ],
 "generated_text": "{\"iconclass-codes\": [\"25H15\", \"34B11\"]}",
 "valid_json": true,
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 },
 {
 "index": 33,
 "gt_codes": [
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 ],
 "predicted_codes": [
 "25H114",
 "31A(+89)",
 "31B6235",
 "31D14",
 "31D15"
 ],
 "generated_text": "{\"iconclass-codes\": [\"25H114\", \"31A(+89)\", \"31B6235\", \"31D14\", \"31D15\"]}",
 "valid_json": true,
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 },
 {
 "index": 34,
 "gt_codes": [
 "49M42",
 "49M3"
 ],
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 "49M3"
 ],
 "generated_text": "{\"iconclass-codes\": [\"49M3\"]}",
 "valid_json": true,
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 "hierarchical_f1": 0.8795518207282913,
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 },
 {
 "index": 35,
 "gt_codes": [
 "46A151"
 ],
 "predicted_codes": [
 "31A417",
 "32A5"
 ],
 "generated_text": "{\"iconclass-codes\": [\"31A417\", \"32A5\"]}",
 "valid_json": true,
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 },
 {
 "index": 36,
 "gt_codes": [
 "25H213",
 "25I",
 "25I1461",
 "31D11221",
 "31D12",
 "31D15",
 "31D16",
 "41B162",
 "41B4",
 "45B",
 "46C11",
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}

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