Open-Finance-Lab/FinLLM-Leaderboard
Mar 2025 – Apr 2025
2 Months active
Languages Used
CSVMarkdownPythonRST
Technical Skills
API DocumentationBackend DevelopmentData LabelingData ManagementEvaluation MetricsFastAPI
Minna Huang
PROFILE
Minna Huang
During two months on Open-Finance-Lab/FinLLM-Leaderboard, Huang delivered five features focused on financial NLP experimentation and evaluation. He developed a Python-based FNXL model script for semantic-role labeling in financial sentences and introduced comprehensive evaluation metrics tracking using CSV datasets. Huang documented the backend API, clarifying structure and error handling to streamline onboarding. He consolidated and enriched evaluation reporting for Codellama and StarCoder2, expanding metrics coverage and dataset completeness. His work included launching zeroshot benchmarking tutorials and enhancing documentation for reproducibility. Leveraging skills in FastAPI, data management, and machine learning evaluation, Huang’s contributions improved model iteration speed and research transparency.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
11Total
Bugs
0
Commits
11
Features
5
Lines of code
40,802
Activity Months2
Your Network
10 people
Work History
April 2025
8 Commits • 2 Features
Apr 1, 2025April 2025 — Open-Finance-Lab/FinLLM-Leaderboard: Delivered two major features enabling deeper evaluation and benchmarking insights. Consolidated and enriched evaluation reporting across Codellama and StarCoder2 datasets with extended metrics and dataset coverage (ES datasets and related datasets). Filled missing rows to provide a complete performance view and added metrics including accuracy, missing values, F1, macro F1, MCC, ROUGE-1/2/L, and bert_score_f1. Launched zeroshot benchmarking tutorials and documentation enhancements for Llama-3.1 with step-by-step notes and expanded documentation around CIKM18 to improve reproducibility. These efforts deliver clearer business value through comprehensive, comparable performance metrics and streamlined researcher onboarding.
8 Commits • 2 Features
Apr 1, 2025April 2025 — Open-Finance-Lab/FinLLM-Leaderboard: Delivered two major features enabling deeper evaluation and benchmarking insights. Consolidated and enriched evaluation reporting across Codellama and StarCoder2 datasets with extended metrics and dataset coverage (ES datasets and related datasets). Filled missing rows to provide a complete performance view and added metrics including accuracy, missing values, F1, macro F1, MCC, ROUGE-1/2/L, and bert_score_f1. Launched zeroshot benchmarking tutorials and documentation enhancements for Llama-3.1 with step-by-step notes and expanded documentation around CIKM18 to improve reproducibility. These efforts deliver clearer business value through comprehensive, comparable performance metrics and streamlined researcher onboarding.
April 2025
March 2025
3 Commits • 3 Features
Mar 1, 2025March 2025 performance summary for Open-Finance-Lab/FinLLM-Leaderboard focusing on feature delivery, documentation, and impact. Delivered capabilities to accelerate financial NLP experimentation, improved evaluation visibility, and clarified API usage for developers. No major defects reported; all work is aligned with the program’s goals of faster model iteration, better governance, and easier onboarding.
March 2025
3 Commits • 3 Features
Mar 1, 2025March 2025 performance summary for Open-Finance-Lab/FinLLM-Leaderboard focusing on feature delivery, documentation, and impact. Delivered capabilities to accelerate financial NLP experimentation, improved evaluation visibility, and clarified API usage for developers. No major defects reported; all work is aligned with the program’s goals of faster model iteration, better governance, and easier onboarding.
Activity
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Quality Metrics
Correctness94.6%
Maintainability94.6%
Architecture89.0%
Performance89.0%
AI Usage34.6%
Skills & Technologies
Programming Languages
CSVMarkdownPythonRST
Technical Skills
API DocumentationBackend DevelopmentData AnalysisData LabelingData ManagementDocumentationEvaluation MetricsFastAPIFinancial Data AnalysisMachine LearningMachine Learning EvaluationModel EvaluationNatural Language ProcessingPython
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