Training in progress, epoch 1

config.json

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+{
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+  "architectures": [
+    "ModernBertForSequenceClassification"
+  ],
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+    "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"
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+    "Analysis of Supplier and Customer Relationships": 8,
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+    "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,
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+    "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,
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+    "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
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