Training in progress, epoch 1

config.json

@@ -1,7 +1,7 @@
 {
   "_name_or_path": "answerdotai/ModernBERT-large",
   "architectures": [
-    "ModernBertForSequenceClassification"
+    "ModernBertForMaskedLM"
   ],
   "attention_bias": false,
   "attention_dropout": 0.0,
@@ -20,221 +20,9 @@
   "gradient_checkpointing": false,
   "hidden_activation": "gelu",
   "hidden_size": 1024,
-  "id2label": {
-    "0": "AGGREGATED VALUATION",
-    "1": "Adjust Multiples for Market and Company Specific Factors",
-    "2": "Adjust Variables for Risk and Anticipated Growth",
-    "3": "Adjust for Net Debt",
-    "4": "Aggregate Into a Final Valuation Range",
-    "5": "Analysis of Industry Shipping Practices",
-    "6": "Analysis of Intellectual Property and Brand Valuation",
-    "7": "Analysis of Risk of Technological Obsolescence",
-    "8": "Analysis of Supplier and Customer Relationships",
-    "9": "Analyze and Compare Multiples",
-    "10": "Apply Multiples to Target Company",
-    "11": "Assess Method Suitability and Reliability",
-    "12": "Assess the Suitability and Reliability of Each Method",
-    "13": "Calculate Present Value of Cash Flows",
-    "14": "Calculate Valuation Multiples",
-    "15": "Collect Comparable Transactions",
-    "16": "Comparable Companies Analysis",
-    "17": "Comparable Mergers and Acquisitions Analysis",
-    "18": "Compile all valuation results",
-    "19": "Conduct Margin Analysis",
-    "20": "Conduct Returns and Ratio Analysis",
-    "21": "Conduct Sensitivity Analysis",
-    "22": "DATA COLLECTION",
-    "23": "Define Appropriate Valuation Multiples",
-    "24": "Define Criteria for Comparable Companies",
-    "25": "Define Industry Boundaries",
-    "26": "Define the Purpose of the Valuation (in Exec Summary)",
-    "27": "Define the criteria for comparable transactions",
-    "28": "Determine Comparable Companies",
-    "29": "Determine Discount Rate (WACC)",
-    "30": "Discounted Cash Flows Analysis",
-    "31": "Discuss Adjustments Made for Net Dept",
-    "32": "Discuss Adjustments Made to Multiples and Provide Rationale",
-    "33": "Discuss Aggregated Outputs from Each Methodology and Interpret Outputs",
-    "34": "Discuss All Adjustments Made to Multiples and Provide a Rationale",
-    "35": "Discuss Assumptions Used for Forecasting Free Cash Flows",
-    "36": "Discuss Comparable Firms Identified",
-    "37": "Discuss Context and Background (in Introduction)",
-    "38": "Discuss Criteria for Identifying Comparable Firms",
-    "39": "Discuss Data Sources (in Methods Section)",
-    "40": "Discuss Identified Comparable Transactions",
-    "41": "Discuss Industry Pricing, Input Cost History, and Projections",
-    "42": "Discuss Industry Shipping Practices",
-    "43": "Discuss Key Findings",
-    "44": "Discuss Method and Rationale for Estimating the Terminal Value",
-    "45": "Discuss Methodologies Used and Rationale (In Methods Section)",
-    "46": "Discuss Methods for Calculating the Discount Rate",
-    "47": "Discuss Recomemndations",
-    "48": "Discuss Scenario Analysis Assumptions and Output",
-    "49": "Discuss Scope of Report (in Introduction)",
-    "50": "Discuss and Interpret Calculated Multiples for the Set of Comps",
-    "51": "Discuss and Interpret Historical and Current Capital Structure",
-    "52": "Discuss and Interpret Margin Analysis",
-    "53": "Discuss and Interpret Returns and Ratio Analysis",
-    "54": "Discuss and Interpret SWOT Analysis",
-    "55": "Discuss and Interpret Significant Differences in Outputs Among Different Methods",
-    "56": "Discuss and Interpret the Final Valuation Range",
-    "57": "Discuss and Interpret the Initial Valuation After Applying Multiples",
-    "58": "Discuss the Criteria for Identifying Comparable Transactions",
-    "59": "Discuss the Rationale for Selected Valuation Multiples",
-    "60": "Discuss the Rationale for the Selected Valuation Multiples",
-    "61": "Discuss the Risk of Technological Obsolescence",
-    "62": "Disucss Assumptions and Interpretations of Forecasted Financial Statements",
-    "63": "Disucss Combination and Reconciliation of Valuation Approaches",
-    "64": "Document Details of DCF Analysis",
-    "65": "Draft Executive Summary",
-    "66": "Draft Valuation Report",
-    "67": "Estimate Terminal Value",
-    "68": "Examination of Contingencies, Environmental Liabilities, Legacy Laibilities, Legal Matters, Owenership Structure Issues, Labor Union, and Tax Matters",
-    "69": "FINANCIAL ANALYSIS",
-    "70": "Forecast Free Cash Flows for Next 5-10 Years",
-    "71": "Gather Data on Competitor Firms",
-    "72": "Gather Data on the Macroeconomic Environment",
-    "73": "Gather Financial Data on Comparables",
-    "74": "Gather Market and Industry Data",
-    "75": "Include Detailed Financial Data",
-    "76": "Include Legal and Regulatory Information",
-    "77": "Include Market and Industry Data",
-    "78": "Include Methodology Documentation",
-    "79": "Include Sensitivity Analysis",
-    "80": "Include Supporting Charts and Graphs",
-    "81": "Include Valuation Calculations",
-    "82": "Industry Analysis",
-    "83": "Industry Pricing and Input Cost History and Projections",
-    "84": "Perform Capital Structure Analysis",
-    "85": "Perform SWOT Analysis of Firm and its Competitors",
-    "86": "Perform Valuation",
-    "87": "Prepare Appendices",
-    "88": "Prepare Forward Looking Estimates",
-    "89": "Provide Suggested Purchase Price",
-    "90": "Reconcile Differences",
-    "91": "Review and compare outputs",
-    "92": "Sum Present Values of Cash Flows and TV",
-    "93": "Summarize Main Conclusions (In Exec Summary)",
-    "94": "Survey Customers",
-    "95": "Write About Comparable Companies Analysis",
-    "96": "Write About Comparable M&A Analysis",
-    "97": "Write About Discounted Cash Flow Analysis",
-    "98": "Write Conclusions and Recommendations",
-    "99": "Write Financial and Industry Analysis Section",
-    "100": "Write Introduction",
-    "101": "Write Methodology Section",
-    "102": "Write Summary of Valuation",
-    "103": "Write Valuation Analysis Section"
-  },
   "initializer_cutoff_factor": 2.0,
   "initializer_range": 0.02,
   "intermediate_size": 2624,
-  "label2id": {
-    "AGGREGATED VALUATION": 0,
-    "Adjust Multiples for Market and Company Specific Factors": 1,
-    "Adjust Variables for Risk and Anticipated Growth": 2,
-    "Adjust for Net Debt": 3,
-    "Aggregate Into a Final Valuation Range": 4,
-    "Analysis of Industry Shipping Practices": 5,
-    "Analysis of Intellectual Property and Brand Valuation": 6,
-    "Analysis of Risk of Technological Obsolescence": 7,
-    "Analysis of Supplier and Customer Relationships": 8,
-    "Analyze and Compare Multiples": 9,
-    "Apply Multiples to Target Company": 10,
-    "Assess Method Suitability and Reliability": 11,
-    "Assess the Suitability and Reliability of Each Method": 12,
-    "Calculate Present Value of Cash Flows": 13,
-    "Calculate Valuation Multiples": 14,
-    "Collect Comparable Transactions": 15,
-    "Comparable Companies Analysis": 16,
-    "Comparable Mergers and Acquisitions Analysis": 17,
-    "Compile all valuation results": 18,
-    "Conduct Margin Analysis": 19,
-    "Conduct Returns and Ratio Analysis": 20,
-    "Conduct Sensitivity Analysis": 21,
-    "DATA COLLECTION": 22,
-    "Define Appropriate Valuation Multiples": 23,
-    "Define Criteria for Comparable Companies": 24,
-    "Define Industry Boundaries": 25,
-    "Define the Purpose of the Valuation (in Exec Summary)": 26,
-    "Define the criteria for comparable transactions": 27,
-    "Determine Comparable Companies": 28,
-    "Determine Discount Rate (WACC)": 29,
-    "Discounted Cash Flows Analysis": 30,
-    "Discuss Adjustments Made for Net Dept": 31,
-    "Discuss Adjustments Made to Multiples and Provide Rationale": 32,
-    "Discuss Aggregated Outputs from Each Methodology and Interpret Outputs": 33,
-    "Discuss All Adjustments Made to Multiples and Provide a Rationale": 34,
-    "Discuss Assumptions Used for Forecasting Free Cash Flows": 35,
-    "Discuss Comparable Firms Identified": 36,
-    "Discuss Context and Background (in Introduction)": 37,
-    "Discuss Criteria for Identifying Comparable Firms": 38,
-    "Discuss Data Sources (in Methods Section)": 39,
-    "Discuss Identified Comparable Transactions": 40,
-    "Discuss Industry Pricing, Input Cost History, and Projections": 41,
-    "Discuss Industry Shipping Practices": 42,
-    "Discuss Key Findings": 43,
-    "Discuss Method and Rationale for Estimating the Terminal Value": 44,
-    "Discuss Methodologies Used and Rationale (In Methods Section)": 45,
-    "Discuss Methods for Calculating the Discount Rate": 46,
-    "Discuss Recomemndations": 47,
-    "Discuss Scenario Analysis Assumptions and Output": 48,
-    "Discuss Scope of Report (in Introduction)": 49,
-    "Discuss and Interpret Calculated Multiples for the Set of Comps": 50,
-    "Discuss and Interpret Historical and Current Capital Structure": 51,
-    "Discuss and Interpret Margin Analysis": 52,
-    "Discuss and Interpret Returns and Ratio Analysis": 53,
-    "Discuss and Interpret SWOT Analysis": 54,
-    "Discuss and Interpret Significant Differences in Outputs Among Different Methods": 55,
-    "Discuss and Interpret the Final Valuation Range": 56,
-    "Discuss and Interpret the Initial Valuation After Applying Multiples": 57,
-    "Discuss the Criteria for Identifying Comparable Transactions": 58,
-    "Discuss the Rationale for Selected Valuation Multiples": 59,
-    "Discuss the Rationale for the Selected Valuation Multiples": 60,
-    "Discuss the Risk of Technological Obsolescence": 61,
-    "Disucss Assumptions and Interpretations of Forecasted Financial Statements": 62,
-    "Disucss Combination and Reconciliation of Valuation Approaches": 63,
-    "Document Details of DCF Analysis": 64,
-    "Draft Executive Summary": 65,
-    "Draft Valuation Report": 66,
-    "Estimate Terminal Value": 67,
-    "Examination of Contingencies, Environmental Liabilities, Legacy Laibilities, Legal Matters, Owenership Structure Issues, Labor Union, and Tax Matters": 68,
-    "FINANCIAL ANALYSIS": 69,
-    "Forecast Free Cash Flows for Next 5-10 Years": 70,
-    "Gather Data on Competitor Firms": 71,
-    "Gather Data on the Macroeconomic Environment": 72,
-    "Gather Financial Data on Comparables": 73,
-    "Gather Market and Industry Data": 74,
-    "Include Detailed Financial Data": 75,
-    "Include Legal and Regulatory Information": 76,
-    "Include Market and Industry Data": 77,
-    "Include Methodology Documentation": 78,
-    "Include Sensitivity Analysis": 79,
-    "Include Supporting Charts and Graphs": 80,
-    "Include Valuation Calculations": 81,
-    "Industry Analysis": 82,
-    "Industry Pricing and Input Cost History and Projections": 83,
-    "Perform Capital Structure Analysis": 84,
-    "Perform SWOT Analysis of Firm and its Competitors": 85,
-    "Perform Valuation": 86,
-    "Prepare Appendices": 87,
-    "Prepare Forward Looking Estimates": 88,
-    "Provide Suggested Purchase Price": 89,
-    "Reconcile Differences": 90,
-    "Review and compare outputs": 91,
-    "Sum Present Values of Cash Flows and TV": 92,
-    "Summarize Main Conclusions (In Exec Summary)": 93,
-    "Survey Customers": 94,
-    "Write About Comparable Companies Analysis": 95,
-    "Write About Comparable M&A Analysis": 96,
-    "Write About Discounted Cash Flow Analysis": 97,
-    "Write Conclusions and Recommendations": 98,
-    "Write Financial and Industry Analysis Section": 99,
-    "Write Introduction": 100,
-    "Write Methodology Section": 101,
-    "Write Summary of Valuation": 102,
-    "Write Valuation Analysis Section": 103
-  },
   "layer_norm_eps": 1e-05,
   "local_attention": 128,
   "local_rope_theta": 10000.0,
@@ -248,7 +36,6 @@
   "num_hidden_layers": 28,
   "pad_token_id": 50283,
   "position_embedding_type": "absolute",
-  "problem_type": "single_label_classification",
   "reference_compile": true,
   "sep_token_id": 50282,
   "sparse_pred_ignore_index": -100,

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