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Odixcity Consultingvia LinkedIn
Maurice
Information Extraction Specialist (Maurice)
LocationMaurice
RemoteYes
Contractfull-time
LevelMid-Senior level
FunctionInformation Technology
IndustryHuman Resources Services
Key responsibilities
- Design and implement information extraction pipelines for diverse document types, including legal contracts, medical records, financial reports, news articles, and technical documentation.
- Oversee the creation of high-quality training datasets for extraction models.
- This includes defining sampling strategies, managing annotation teams, conducting quality assurance, and resolving ambiguous cases.
- Evaluate extraction model performance using metrics such as precision, recall, and F1 score.
- Analyze model errors, identify root causes, and iterate on guidelines, training data, or model architecture to improve results.
- Evaluate and implement information extraction tools and platforms (open-source and commercial).
- Develop scripts and workflows to automate aspects of the extraction pipeline.
- Adapt extraction systems to new domains or document types, rapidly acquiring the necessary domain knowledge to create accurate guidelines.
Key skills
- Minimum of 5 years of experience in Information Extraction, Natural Language Processing, Computational Linguistics, or relating fields.
- Experience with Python for data analysis and NLP tasks.
- Familiarity with NLP libraries such as spaCy, NLTK, Hugging Face Transformers, or Stanford CoreNLP.
- Proven experience designing annotation schemas and guidelines for complex extractions tasks.
- Ability to anticipate edge cases and create clear, unambiguous instructions.
- Deep understanding of evaluation methodologies for extraction tasks.
- Experience calculating and interpreting precision, recall, F1, and other relevant metrics.
- Strong problem-solving skills with ability to analyze model errors, identify patterns, and propose data-driven solutions.
- Excellent written and verbal communication skills in English.
- Ability to document complex guidelines clearly and explain technical concepts to diverse stakeholders.
About Odixcity Consulting
Job Title: Information Extraction Specialist Location: Remote (Worldwide) Job Summary: An Information Extraction Specialist is responsible for identifying, extracting, structuring, and validating relevant data from unstructured and semi-structured sources such as documents, reports, web content, databases, and multimedia files. The role involves applying natural language processing (NLP), machine learning models, rule-based systems, and data processing techniques to convert raw information into structured, usable datasets.
Maurice