🔄 Incremental correlations | F1µ: 0.000, Hamming: 0.936

README.md

@@ -21,23 +21,23 @@ Fine-tuned FinBERT model for financial correlations analysis in TradePulse.
 
 ## Performance
 
-*Last training: 2025-07-25 12:19*  
+*Last training: 2025-07-25 12:58*  
 *Dataset: `news_20250725.csv` (138 samples)*
 
 | Metric | Value |
 |--------|-------|
-| Loss | 0.5911 |
+| Loss | 0.4966 |
 | Subset Accuracy | 0.0000 |
 | F1 Score | 0.0000 |
 | F1 Micro | 0.0000 |
 | F1 Macro | 0.0000 |
-| Hamming Score | 0.7840 |
+| Hamming Score | 0.9280 |
 | Precision | 0.0000 |
 | Recall | 0.0000 |
 
 ## Training Details
 
-- **Base Model**: yiyanghkust/finbert-tone
+- **Base Model**: Bencode92/tradepulse-finbert-correlations
 - **Training Mode**: Incremental
 - **Epochs**: 2
 - **Learning Rate**: 1e-05
@@ -65,4 +65,4 @@ predictions = torch.sigmoid(outputs.logits).squeeze() > 0.5
 ## Model Card Authors
 
 - TradePulse ML Team
-- Auto-generated on 2025-07-25 12:19:47
+- Auto-generated on 2025-07-25 12:58:23

checkpoint-35/config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "yiyanghkust/finbert-tone",
+  "_name_or_path": "Bencode92/tradepulse-finbert-correlations",
   "architectures": [
     "BertForSequenceClassification"
   ],
@@ -9,260 +9,141 @@
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
   "id2label": {
-    "0": "LABEL_0",
-    "1": "LABEL_1",
-    "2": "LABEL_2",
-    "3": "LABEL_3",
-    "4": "LABEL_4",
-    "5": "LABEL_5",
-    "6": "LABEL_6",
-    "7": "LABEL_7",
-    "8": "LABEL_8",
-    "9": "LABEL_9",
-    "10": "LABEL_10",
-    "11": "LABEL_11",
-    "12": "LABEL_12",
-    "13": "LABEL_13",
-    "14": "LABEL_14",
-    "15": "LABEL_15",
-    "16": "LABEL_16",
-    "17": "LABEL_17",
-    "18": "LABEL_18",
-    "19": "LABEL_19",
-    "20": "LABEL_20",
-    "21": "LABEL_21",
-    "22": "LABEL_22",
-    "23": "LABEL_23",
-    "24": "LABEL_24",
-    "25": "LABEL_25",
-    "26": "LABEL_26",
-    "27": "LABEL_27",
-    "28": "LABEL_28",
-    "29": "LABEL_29",
-    "30": "LABEL_30",
-    "31": "LABEL_31",
-    "32": "LABEL_32",
-    "33": "LABEL_33",
-    "34": "LABEL_34",
-    "35": "LABEL_35",
-    "36": "LABEL_36",
-    "37": "LABEL_37",
-    "38": "LABEL_38",
-    "39": "LABEL_39",
-    "40": "LABEL_40",
-    "41": "LABEL_41",
-    "42": "LABEL_42",
-    "43": "LABEL_43",
-    "44": "LABEL_44",
-    "45": "LABEL_45",
-    "46": "LABEL_46",
-    "47": "LABEL_47",
-    "48": "LABEL_48",
-    "49": "LABEL_49",
-    "50": "LABEL_50",
-    "51": "LABEL_51",
-    "52": "LABEL_52",
-    "53": "LABEL_53",
-    "54": "LABEL_54",
-    "55": "LABEL_55",
-    "56": "LABEL_56",
-    "57": "LABEL_57",
-    "58": "LABEL_58",
-    "59": "LABEL_59",
-    "60": "LABEL_60",
-    "61": "LABEL_61",
-    "62": "LABEL_62",
-    "63": "LABEL_63",
-    "64": "LABEL_64",
-    "65": "LABEL_65",
-    "66": "LABEL_66",
-    "67": "LABEL_67",
-    "68": "LABEL_68",
-    "69": "LABEL_69",
-    "70": "LABEL_70",
-    "71": "LABEL_71",
-    "72": "LABEL_72",
-    "73": "LABEL_73",
-    "74": "LABEL_74",
-    "75": "LABEL_75",
-    "76": "LABEL_76",
-    "77": "LABEL_77",
-    "78": "LABEL_78",
-    "79": "LABEL_79",
-    "80": "LABEL_80",
-    "81": "LABEL_81",
-    "82": "LABEL_82",
-    "83": "LABEL_83",
-    "84": "LABEL_84",
-    "85": "LABEL_85",
-    "86": "LABEL_86",
-    "87": "LABEL_87",
-    "88": "LABEL_88",
-    "89": "LABEL_89",
-    "90": "LABEL_90",
-    "91": "LABEL_91",
-    "92": "LABEL_92",
-    "93": "LABEL_93",
-    "94": "LABEL_94",
-    "95": "LABEL_95",
-    "96": "LABEL_96",
-    "97": "LABEL_97",
-    "98": "LABEL_98",
-    "99": "LABEL_99",
-    "100": "LABEL_100",
-    "101": "LABEL_101",
-    "102": "LABEL_102",
-    "103": "LABEL_103",
-    "104": "LABEL_104",
-    "105": "LABEL_105",
-    "106": "LABEL_106",
-    "107": "LABEL_107",
-    "108": "LABEL_108",
-    "109": "LABEL_109",
-    "110": "LABEL_110",
-    "111": "LABEL_111",
-    "112": "LABEL_112",
-    "113": "LABEL_113",
-    "114": "LABEL_114",
-    "115": "LABEL_115",
-    "116": "LABEL_116",
-    "117": "LABEL_117",
-    "118": "LABEL_118",
-    "119": "LABEL_119",
-    "120": "LABEL_120",
-    "121": "LABEL_121",
-    "122": "LABEL_122",
-    "123": "LABEL_123",
-    "124": "LABEL_124"
+    "0": "AE:DIAMONDS",
+    "1": "AE:PETROLEUM_CRUDE",
+    "2": "AR:CORN",
+    "3": "AU:ALUMINIUM_ORE",
+    "4": "AU:COAL",
+    "5": "AU:IRON_ORE",
+    "6": "AU:NATGAS",
+    "7": "AU:WHEAT",
+    "8": "AU:ZINC_ORE",
+    "9": "BE:ZINC_METAL",
+    "10": "BO:ZINC_ORE",
+    "11": "BR:COFFEE",
+    "12": "BR:CORN",
+    "13": "BR:IRON_ORE",
+    "14": "BR:MEAT",
+    "15": "BR:SOYBEAN",
+    "16": "BR:SUGAR",
+    "17": "CA:ALUMINIUM_METAL",
+    "18": "CA:NICKEL_METAL",
+    "19": "CA:WHEAT",
+    "20": "CD:COPPER_REFINED",
+    "21": "CH:GOLD",
+    "22": "CH:PHARMACEUTICALS",
+    "23": "CL:COPPER_ORE",
+    "24": "CL:COPPER_REFINED",
+    "25": "CL:COPPER_UNREFINED",
+    "26": "CN:APPAREL",
+    "27": "CN:CARBON",
+    "28": "CN:CHEMICALS_MISC",
+    "29": "CN:CHEMICALS_ORGANIC",
+    "30": "CN:ELECTRICAL_MACHINERY",
+    "31": "CN:FURNITURE",
+    "32": "CN:MACHINERY",
+    "33": "CN:NICKEL_METAL",
+    "34": "CN:OPTICAL_INSTRUMENTS",
+    "35": "CN:PAPER",
+    "36": "CN:PLASTICS",
+    "37": "CN:RARE_GASES",
+    "38": "CN:RUBBER",
+    "39": "CN:SHIPS",
+    "40": "CN:SILVER",
+    "41": "CN:TOYS",
+    "42": "CN:VEHICLES",
+    "43": "CN:WOOD",
+    "44": "DE:AIRCRAFT",
+    "45": "DE:CHEMICALS_MISC",
+    "46": "DE:COCOA",
+    "47": "DE:FINANCIAL_SERVICES",
+    "48": "DE:OPTICAL_INSTRUMENTS",
+    "49": "DE:PAPER",
+    "50": "DE:PHARMACEUTICALS",
+    "51": "DE:RARE_GASES",
+    "52": "DE:VEHICLES",
+    "53": "FI:NICKEL_ORE",
+    "54": "FR:AIRCRAFT",
+    "55": "FR:BEVERAGES",
+    "56": "FR:COSMETICS",
+    "57": "FR:ELECTRICITY",
+    "58": "FR:FINANCIAL_SERVICES",
+    "59": "GB:GOLD",
+    "60": "GB:PLATINUM",
+    "61": "GB:SILVER",
+    "62": "GN:ALUMINIUM_ORE",
+    "63": "HK:DIAMONDS",
+    "64": "HK:ELECTRICAL_MACHINERY",
+    "65": "HK:SILVER",
+    "66": "ID:COAL",
+    "67": "ID:FERROALLOYS",
+    "68": "ID:PALM_OIL",
+    "69": "ID:TIN",
+    "70": "IN:DIAMONDS",
+    "71": "IN:IT_SERVICES",
+    "72": "IN:RICE",
+    "73": "KR:SHIPS",
+    "74": "KZ:URANIUM",
+    "75": "LU:FINANCIAL_SERVICES",
+    "76": "MX:LEAD_ORE",
+    "77": "MX:PRECIOUS_METALS_ORE",
+    "78": "MY:PALM_OIL",
+    "79": "NA:URANIUM",
+    "80": "NG:URANIUM",
+    "81": "NL:COCOA",
+    "82": "NO:FISH",
+    "83": "NO:NATGAS",
+    "84": "NO:NICKEL_METAL",
+    "85": "PK:RICE",
+    "86": "PE:COPPER_ORE",
+    "87": "PE:LEAD_ORE",
+    "88": "PE:PRECIOUS_METALS_ORE",
+    "89": "PE:TIN",
+    "90": "PE:ZINC_ORE",
+    "91": "PH:NICKEL_ORE",
+    "92": "QA:NATGAS",
+    "93": "RU:COAL",
+    "94": "RU:PETROLEUM_CRUDE",
+    "95": "RU:PRECIOUS_METALS_ORE",
+    "96": "RU:WHEAT",
+    "97": "SE:COPPER_UNREFINED",
+    "98": "SG:FINANCIAL_SERVICES",
+    "99": "TH:RICE",
+    "100": "UA:CORN",
+    "101": "US:CHEMICALS_MISC",
+    "102": "US:CHEMICALS_ORGANIC",
+    "103": "US:CORN",
+    "104": "US:DIAMONDS",
+    "105": "US:EDIBLE_FRUITS",
+    "106": "US:LEAD_ORE",
+    "107": "US:MEAT",
+    "108": "US:NATGAS",
+    "109": "US:OPTICAL_INSTRUMENTS",
+    "110": "US:PETROLEUM_CRUDE",
+    "111": "US:PETROLEUM_REFINED",
+    "112": "US:PHARMACEUTICALS",
+    "113": "US:PLASTICS",
+    "114": "US:PLATINUM",
+    "115": "US:RARE_GASES",
+    "116": "US:SOYBEAN",
+    "117": "US:TRAVEL",
+    "118": "US:WHEAT",
+    "119": "US:ZINC_ORE",
+    "120": "VN:FOOTWEAR",
+    "121": "VN:RICE",
+    "122": "ZA:FERROALLOYS",
+    "123": "ZA:PLATINUM",
+    "124": "ZM:COPPER_UNREFINED"
   },
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
-    "LABEL_0": 0,
-    "LABEL_1": 1,
-    "LABEL_10": 10,
-    "LABEL_100": 100,
-    "LABEL_101": 101,
-    "LABEL_102": 102,
-    "LABEL_103": 103,
-    "LABEL_104": 104,
-    "LABEL_105": 105,
-    "LABEL_106": 106,
-    "LABEL_107": 107,
-    "LABEL_108": 108,
-    "LABEL_109": 109,
-    "LABEL_11": 11,
-    "LABEL_110": 110,
-    "LABEL_111": 111,
-    "LABEL_112": 112,
-    "LABEL_113": 113,
-    "LABEL_114": 114,
-    "LABEL_115": 115,
-    "LABEL_116": 116,
-    "LABEL_117": 117,
-    "LABEL_118": 118,
-    "LABEL_119": 119,
-    "LABEL_12": 12,
-    "LABEL_120": 120,
-    "LABEL_121": 121,
-    "LABEL_122": 122,
-    "LABEL_123": 123,
-    "LABEL_124": 124,
-    "LABEL_13": 13,
-    "LABEL_14": 14,
-    "LABEL_15": 15,
-    "LABEL_16": 16,
-    "LABEL_17": 17,
-    "LABEL_18": 18,
-    "LABEL_19": 19,
-    "LABEL_2": 2,
-    "LABEL_20": 20,
-    "LABEL_21": 21,
-    "LABEL_22": 22,
-    "LABEL_23": 23,
-    "LABEL_24": 24,
-    "LABEL_25": 25,
-    "LABEL_26": 26,
-    "LABEL_27": 27,
-    "LABEL_28": 28,
-    "LABEL_29": 29,
-    "LABEL_3": 3,
-    "LABEL_30": 30,
-    "LABEL_31": 31,
-    "LABEL_32": 32,
-    "LABEL_33": 33,
-    "LABEL_34": 34,
-    "LABEL_35": 35,
-    "LABEL_36": 36,
-    "LABEL_37": 37,
-    "LABEL_38": 38,
-    "LABEL_39": 39,
-    "LABEL_4": 4,
-    "LABEL_40": 40,
-    "LABEL_41": 41,
-    "LABEL_42": 42,
-    "LABEL_43": 43,
-    "LABEL_44": 44,
-    "LABEL_45": 45,
-    "LABEL_46": 46,
-    "LABEL_47": 47,
-    "LABEL_48": 48,
-    "LABEL_49": 49,
-    "LABEL_5": 5,
-    "LABEL_50": 50,
-    "LABEL_51": 51,
-    "LABEL_52": 52,
-    "LABEL_53": 53,
-    "LABEL_54": 54,
-    "LABEL_55": 55,
-    "LABEL_56": 56,
-    "LABEL_57": 57,
-    "LABEL_58": 58,
-    "LABEL_59": 59,
-    "LABEL_6": 6,
-    "LABEL_60": 60,
-    "LABEL_61": 61,
-    "LABEL_62": 62,
-    "LABEL_63": 63,
-    "LABEL_64": 64,
-    "LABEL_65": 65,
-    "LABEL_66": 66,
-    "LABEL_67": 67,
-    "LABEL_68": 68,
-    "LABEL_69": 69,
-    "LABEL_7": 7,
-    "LABEL_70": 70,
-    "LABEL_71": 71,
-    "LABEL_72": 72,
-    "LABEL_73": 73,
-    "LABEL_74": 74,
-    "LABEL_75": 75,
-    "LABEL_76": 76,
-    "LABEL_77": 77,
-    "LABEL_78": 78,
-    "LABEL_79": 79,
-    "LABEL_8": 8,
-    "LABEL_80": 80,
-    "LABEL_81": 81,
-    "LABEL_82": 82,
-    "LABEL_83": 83,
-    "LABEL_84": 84,
-    "LABEL_85": 85,
-    "LABEL_86": 86,
-    "LABEL_87": 87,
-    "LABEL_88": 88,
-    "LABEL_89": 89,
-    "LABEL_9": 9,
-    "LABEL_90": 90,
-    "LABEL_91": 91,
-    "LABEL_92": 92,
-    "LABEL_93": 93,
-    "LABEL_94": 94,
-    "LABEL_95": 95,
-    "LABEL_96": 96,
-    "LABEL_97": 97,
-    "LABEL_98": 98,
-    "LABEL_99": 99
+    "5": "AU:IRON_ORE",
+    "AE:DIAMONDS": 0,
+    "AE:PETROLEUM_CRUDE": 1,
+    "AR:CORN": 2,
+    "AU:ALUMINIUM_ORE": 3,
+    "AU:COAL": 4
   },
   "layer_norm_eps": 1e-12,
   "max_position_embeddings": 512,

checkpoint-35/model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9bea1001fe56349ee4f6d915c6628b8320e70c80461de446f91973046089f742
+oid sha256:146c25fa67437b50bbf2d45b899934fa9448b76639fd3dace3bbb85c4a3771de
 size 439415268

checkpoint-35/special_tokens_map.json

@@ -1,7 +1,37 @@
 {
-  "cls_token": "[CLS]",
-  "mask_token": "[MASK]",
-  "pad_token": "[PAD]",
-  "sep_token": "[SEP]",
-  "unk_token": "[UNK]"
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
 }

checkpoint-35/tokenizer_config.json

@@ -46,12 +46,19 @@
   "do_basic_tokenize": true,
   "do_lower_case": true,
   "mask_token": "[MASK]",
+  "max_length": 512,
   "model_max_length": 1000000000000000019884624838656,
   "never_split": null,
+  "pad_to_multiple_of": null,
   "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
   "sep_token": "[SEP]",
+  "stride": 0,
   "strip_accents": null,
   "tokenize_chinese_chars": true,
   "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
   "unk_token": "[UNK]"
 }

checkpoint-35/trainer_state.json

@@ -10,23 +10,23 @@
   "log_history": [
     {
       "epoch": 0.2857142857142857,
-      "grad_norm": 0.8720460534095764,
+      "grad_norm": 0.7777325510978699,
       "learning_rate": 2.9411764705882355e-06,
-      "loss": 0.6887,
+      "loss": 0.5875,
       "step": 10
     },
     {
       "epoch": 0.5714285714285714,
-      "grad_norm": 0.7509890794754028,
+      "grad_norm": 0.754690945148468,
       "learning_rate": 5.882352941176471e-06,
-      "loss": 0.6735,
+      "loss": 0.5697,
       "step": 20
     },
     {
       "epoch": 0.8571428571428571,
-      "grad_norm": 0.8750327825546265,
+      "grad_norm": 0.7596510648727417,
       "learning_rate": 8.823529411764707e-06,
-      "loss": 0.6425,
+      "loss": 0.5388,
       "step": 30
     },
     {
@@ -35,18 +35,18 @@
       "eval_f1": 0.0,
       "eval_f1_macro": 0.0,
       "eval_f1_micro": 0.0,
-      "eval_hamming_loss": 0.216,
-      "eval_hamming_score": 0.784,
-      "eval_loss": 0.5911462306976318,
+      "eval_hamming_loss": 0.072,
+      "eval_hamming_score": 0.928,
+      "eval_loss": 0.49661701917648315,
       "eval_precision": 0.0,
       "eval_precision_macro": 0.0,
       "eval_precision_micro": 0.0,
       "eval_recall": 0.0,
       "eval_recall_macro": 0.0,
       "eval_recall_micro": 0.0,
-      "eval_runtime": 0.5956,
-      "eval_samples_per_second": 1.679,
-      "eval_steps_per_second": 1.679,
+      "eval_runtime": 0.6244,
+      "eval_samples_per_second": 1.602,
+      "eval_steps_per_second": 1.602,
       "eval_subset_accuracy": 0.0,
       "step": 35
     }

config.json

@@ -1,6 +1,8 @@
 {
-  "_name_or_path": "yiyanghkust/finbert-tone",
-  "architectures": ["BertForSequenceClassification"],
+  "_name_or_path": "Bencode92/tradepulse-finbert-correlations",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
   "attention_probs_dropout_prob": 0.1,
   "classifier_dropout": null,
   "hidden_act": "gelu",
@@ -136,142 +138,15 @@
   "initializer_range": 0.02,
   "intermediate_size": 3072,
   "label2id": {
+    "5": "AU:IRON_ORE",
     "AE:DIAMONDS": 0,
     "AE:PETROLEUM_CRUDE": 1,
     "AR:CORN": 2,
     "AU:ALUMINIUM_ORE": 3,
-    "AU:COAL": 4,
-    "AU:IRON_ORE": 5,
-    "AU:NATGAS": 6,
-    "AU:WHEAT": 7,
-    "AU:ZINC_ORE": 8,
-    "BE:ZINC_METAL": 9,
-    "BO:ZINC_ORE": 10,
-    "BR:COFFEE": 11,
-    "BR:CORN": 12,
-    "BR:IRON_ORE": 13,
-    "BR:MEAT": 14,
-    "BR:SOYBEAN": 15,
-    "BR:SUGAR": 16,
-    "CA:ALUMINIUM_METAL": 17,
-    "CA:NICKEL_METAL": 18,
-    "CA:WHEAT": 19,
-    "CD:COPPER_REFINED": 20,
-    "CH:GOLD": 21,
-    "CH:PHARMACEUTICALS": 22,
-    "CL:COPPER_ORE": 23,
-    "CL:COPPER_REFINED": 24,
-    "CL:COPPER_UNREFINED": 25,
-    "CN:APPAREL": 26,
-    "CN:CARBON": 27,
-    "CN:CHEMICALS_MISC": 28,
-    "CN:CHEMICALS_ORGANIC": 29,
-    "CN:ELECTRICAL_MACHINERY": 30,
-    "CN:FURNITURE": 31,
-    "CN:MACHINERY": 32,
-    "CN:NICKEL_METAL": 33,
-    "CN:OPTICAL_INSTRUMENTS": 34,
-    "CN:PAPER": 35,
-    "CN:PLASTICS": 36,
-    "CN:RARE_GASES": 37,
-    "CN:RUBBER": 38,
-    "CN:SHIPS": 39,
-    "CN:SILVER": 40,
-    "CN:TOYS": 41,
-    "CN:VEHICLES": 42,
-    "CN:WOOD": 43,
-    "DE:AIRCRAFT": 44,
-    "DE:CHEMICALS_MISC": 45,
-    "DE:COCOA": 46,
-    "DE:FINANCIAL_SERVICES": 47,
-    "DE:OPTICAL_INSTRUMENTS": 48,
-    "DE:PAPER": 49,
-    "DE:PHARMACEUTICALS": 50,
-    "DE:RARE_GASES": 51,
-    "DE:VEHICLES": 52,
-    "FI:NICKEL_ORE": 53,
-    "FR:AIRCRAFT": 54,
-    "FR:BEVERAGES": 55,
-    "FR:COSMETICS": 56,
-    "FR:ELECTRICITY": 57,
-    "FR:FINANCIAL_SERVICES": 58,
-    "GB:GOLD": 59,
-    "GB:PLATINUM": 60,
-    "GB:SILVER": 61,
-    "GN:ALUMINIUM_ORE": 62,
-    "HK:DIAMONDS": 63,
-    "HK:ELECTRICAL_MACHINERY": 64,
-    "HK:SILVER": 65,
-    "ID:COAL": 66,
-    "ID:FERROALLOYS": 67,
-    "ID:PALM_OIL": 68,
-    "ID:TIN": 69,
-    "IN:DIAMONDS": 70,
-    "IN:IT_SERVICES": 71,
-    "IN:RICE": 72,
-    "KR:SHIPS": 73,
-    "KZ:URANIUM": 74,
-    "LU:FINANCIAL_SERVICES": 75,
-    "MX:LEAD_ORE": 76,
-    "MX:PRECIOUS_METALS_ORE": 77,
-    "MY:PALM_OIL": 78,
-    "NA:URANIUM": 79,
-    "NG:URANIUM": 80,
-    "NL:COCOA": 81,
-    "NO:FISH": 82,
-    "NO:NATGAS": 83,
-    "NO:NICKEL_METAL": 84,
-    "PK:RICE": 85,
-    "PE:COPPER_ORE": 86,
-    "PE:LEAD_ORE": 87,
-    "PE:PRECIOUS_METALS_ORE": 88,
-    "PE:TIN": 89,
-    "PE:ZINC_ORE": 90,
-    "PH:NICKEL_ORE": 91,
-    "QA:NATGAS": 92,
-    "RU:COAL": 93,
-    "RU:PETROLEUM_CRUDE": 94,
-    "RU:PRECIOUS_METALS_ORE": 95,
-    "RU:WHEAT": 96,
-    "SE:COPPER_UNREFINED": 97,
-    "SG:FINANCIAL_SERVICES": 98,
-    "TH:RICE": 99,
-    "UA:CORN": 100,
-    "US:CHEMICALS_MISC": 101,
-    "US:CHEMICALS_ORGANIC": 102,
-    "US:CORN": 103,
-    "US:DIAMONDS": 104,
-    "US:EDIBLE_FRUITS": 105,
-    "US:LEAD_ORE": 106,
-    "US:MEAT": 107,
-    "US:NATGAS": 108,
-    "US:OPTICAL_INSTRUMENTS": 109,
-    "US:PETROLEUM_CRUDE": 110,
-    "US:PETROLEUM_REFINED": 111,
-    "US:PHARMACEUTICALS": 112,
-    "US:PLASTICS": 113,
-    "US:PLATINUM": 114,
-    "US:RARE_GASES": 115,
-    "US:SOYBEAN": 116,
-    "US:TRAVEL": 117,
-    "US:WHEAT": 118,
-    "US:ZINC_ORE": 119,
-    "VN:FOOTWEAR": 120,
-    "VN:RICE": 121,
-    "ZA:FERROALLOYS": 122,
-    "ZA:PLATINUM": 123,
-    "ZM:COPPER_UNREFINED": 124
-  },
-  "initializer_range": 0.02,
-  "intermediate_size": 3072,
-  "label2id": {
-    "AE:DIAMONDS": 0,
-    "AE:PETROLEUM_CRUDE": 1,
-    "AR:CORN": 2,
-    "AU:ALUMINIUM_ORE": 3,
-    "AU:COAL": 4,
-    "5": "AU:IRON_ORE"
+    "AU:COAL": 4
   },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
   "model_type": "bert",
   "num_attention_heads": 12,
   "num_hidden_layers": 12,

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9bea1001fe56349ee4f6d915c6628b8320e70c80461de446f91973046089f742
+oid sha256:146c25fa67437b50bbf2d45b899934fa9448b76639fd3dace3bbb85c4a3771de
 size 439415268

special_tokens_map.json

@@ -1,7 +1,37 @@
 {
-  "cls_token": "[CLS]",
-  "mask_token": "[MASK]",
-  "pad_token": "[PAD]",
-  "sep_token": "[SEP]",
-  "unk_token": "[UNK]"
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
 }

tokenizer_config.json

@@ -46,12 +46,19 @@
   "do_basic_tokenize": true,
   "do_lower_case": true,
   "mask_token": "[MASK]",
+  "max_length": 512,
   "model_max_length": 1000000000000000019884624838656,
   "never_split": null,
+  "pad_to_multiple_of": null,
   "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
   "sep_token": "[SEP]",
+  "stride": 0,
   "strip_accents": null,
   "tokenize_chinese_chars": true,
   "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
   "unk_token": "[UNK]"
 }