Efua Ekufuba Yankson

Efua Ekufuba Yankson

NLP Engineer
France
Twi, French, English

نبذة عني

Final year Natural Language Processing (NLP) master's student with a strong foundation in
Linguistics and a keen interest in medical data applications. I hold a Bachelor's degree in Linguistics
and have hands-on experien…

الخبرة

Research Intern

Loria, Villers-Les-Nancy, France
Feb 2025 - Aug 2025 · 6 أشهر

Developing an automated method for extracting preclinical and clinical data from pharmacological sources.
Extracting relevant sections from FDA labels and annotating with the aim of generating pharmacological property-value-unit pairs.
Exploring a RAG approach in evaluating the quality of the extracted property-value pair.
Pre-training a transformer-based model on large clinical trial files to develop domain-adapted language models.
Fine-tuning pre-trained models on general SQuAD data.
Task-specific fine-tuning on FDA-labeled question-answer pairs to enable accurate medical QA predictions.

Research Intern

Loria · nancy
Feb 2025 - Aug 2025 · 6 أشهر

Developing an automated method for extracting preclinical and clinical data from pharmacological sources, Extracting relevant sections from FDA labels and annotating with the aim of generating pharmacological property-value-unit pairs, Exploring a RAG approach in evaluating the quality of the extracted property-value pair, Pre-training a transformer-based model on large clinical trial files to develop domain-adapted language models, Fine-tuning pre-trained models on general SQuAD data, Task-specific fine-tuning on FDA-labeled question-answer pairs to enable accurate medical QA predictions

Student Services and International Student Support Coordinator

Institute of Digital Management & Cognition Sciences (IDMC), Université de Lorraine, Nancy, France
Jul 2024 - Oct 2024 · 3 أشهر

Welcomed and guided international students in the Master’s TAL program, providing information or directing them to appropriate contacts.
Assisted in organizing events promoting the Master’s TAL program and its students.
Supported students with online administrative tasks.
Worked closely with the TAL faculty team and received training on university services.

Student Services and International Student Support Coordinator

Institute of Digital Management & Cognition Sciences (IDMC)
Jul 2024 - Oct 2024 · 4 أشهر

Welcomed and guided international students in the Master’s TAL program, providing information or directing them to appropriate contacts, Assisted in organizing events promoting the Master’s TAL program and its students, Supported students with online administrative tasks, Worked closely with the TAL faculty team and received training on university services

Administrative assistant

Act Ict Ghana Limited, Accra, Ghana
Nov 2021 - Jul 2023 · 1 سنة 8 أشهر

Delivered comprehensive customer service support to clients within the mining, communication, and technology sectors.
Managing customer inquiries.
Booking travel arrangements.
Working hand in hand with technical team to ensure client's needs are met.
Arranging for pickup and delivery of mining and engineering equipment from various couriers to clients.

Administrative assistant

Act Ict Ghana Limited
Nov 2021 - Jul 2023 · 1 سنة 8 أشهر

Delivered comprehensive customer service support to clients within the mining, communication, and technology sectors, Managing customer inquiries, Booking travel arrangements, Working hand in hand with technical team to ensure client's needs are met, Arranging for pickup and delivery of mining and engineering equipment from various couriers to clients

Office Assistant (Intern)

DEY Solutions Ghana, Tema, Ghana
Jun 2019 - Aug 2019 · 2 أشهر

Assisted in MTN SIM swap, registration, and mobile money operations, including SIM porting.
Provides customer service support to MTN customers and assists with debrief sessions.

Office Assistant (Intern)

DEY Solutions Ghana
Jun 2019 - Aug 2019 · 2 أشهر

Assisted in MTN SIM swap, registration, and mobile money operations, including SIM porting, Provides customer service support to MTN customers and assists with debrief sessions

Office assistant (Intern)

DEY Solutions Ghana, Tema, Ghana
May 2018 - Aug 2018 · 3 أشهر

Assisted in MTN SIM swap, registration, and mobile money operations, including SIM porting.
Provides customer service support to MTN customers and assists with debrief sessions.

Office Assistant (Intern)

DEY Solutions Ghana
May 2018 - Aug 2018 · 4 أشهر

Assisted in MTN SIM swap, registration, and mobile money operations, including SIM porting, Provides customer service support to MTN customers and assists with debrief sessions

المشاريع

Extraction of pharmacokinetic properties from FDA drug labels

Loria
المدة : 24-Feb-2025 - 10-Aug-2025

-Developing an automated method for extracting preclinical and clinical data from pharmacological sources.-Extracting relevant sections from FDA labels and annotating with the aim of generating pharmacological property-value-unit pairs-Exploring a RAG approach in evaluating the quality of the extracted property-value pair-Pre-training a transformer-based model on large clinical trial files to develop domain-adapted language models-Fine-tuning pre-trained models on general SQuAD data-Task-specific fine-tuning on FDA-labeled question-answer pairs to enable accurate medical QA predictions

Knowledge Graph Extraction from Clinical Trial Eligibility Criteria

University of Lorraine
المدة : 02-Oct-2023 - 30-May-2024

Utilized eligibility criteria from downloaded trials (from ClinicalTrials.gov) to generate prompts, & with the help of Mixtral 8x7B, accurately converted the information into RDF triples using appropriate ontologies and syntax

Carephasia

University of Lorraine
المدة : 16-Sep-2023 - 30-Jan-2024

Developed a multilingual Random Forest Model to aid health professionals in detecting speech impairment levels in people with Aphasia to help healthcare experts

المهارات

تحليل البيانات علم البيانات التصور البياني للبيانات تعلم الآلة Data Exploration Data Wrangling Python Language - Basic knowledge Python (NumPy Pandas NLTK Matplotlib sklearn TensorFlow) Deep Learning Methods (CNN RNN) MS Office Suite (MS Word MS Excel MS PowerPoint) Data annotation Fine tuning methods Generation AI & Prompt engineering Retrieval Augmented Generation (RAG) Domain adaptive pre-training Transformer-based models Text mining Python NumPy Pandas NLTK Matplotlib scikit-learn TensorFlow Deep Learning CNN RNN MS Word MS Excel MS PowerPoint Data Annotation Fine-tuning Generative AI Prompt Engineering Domain Adaptive Pre-training Transformer-based Models Text Mining Natural Language Processing SpaCy Stanza Named Entity Recognition Clustering Preprocessing Knowledge Graph Extraction RDF Triples Ontologies Random Forest
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