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NLP Research Scientist

Ova Technologies

Job Description

Job Description

NLP Research Scientist Job Title

NLP Research Scientist

Job Summary

We are seeking an innovative NLP Research Scientist to develop cutting-edge Natural Language Processing (NLP) and Large Language Model (LLM) solutions for real-world applications. The ideal candidate will have a strong background in machine learning, deep learning, and modern NLP techniques, with experience conducting research, developing state-of-the-art models, and translating research into scalable production systems. You will collaborate with multidisciplinary teams to build intelligent language applications that drive business impact.

Key Responsibilities
  • Conduct research in Natural Language Processing (NLP), Large Language Models (LLMs), and Generative AI.

  • Design, develop, and evaluate NLP models for tasks such as text classification, named entity recognition (NER), question answering, summarization, sentiment analysis, machine translation, and conversational AI.

  • Develop and fine-tune transformer-based models including BERT, RoBERTa, T5, GPT, Llama, Mistral, Gemma, and other foundation models.

  • Build Retrieval-Augmented Generation (RAG) pipelines using vector databases and embedding models.

  • Design scalable data preprocessing, model training, evaluation, and inference pipelines.

  • Perform prompt engineering, supervised fine-tuning (SFT), parameter-efficient fine-tuning (PEFT), LoRA, and QLoRA for domain-specific applications.

  • Conduct experiments, benchmark models, analyze results, and optimize model performance for accuracy, latency, and cost.

  • Collaborate with ML engineers, data scientists, software engineers, and product teams to deploy NLP solutions into production.

  • Stay up to date with the latest advancements in NLP, LLMs, retrieval systems, and generative AI through research papers, conferences, and open-source communities.

Required Qualifications
  • Master's or Ph.D. in Computer Science, Artificial Intelligence, Machine Learning, Computational Linguistics, Data Science, or a related field.

  • 3 years of experience in NLP research or applied machine learning.

  • Strong understanding of:

    • Natural Language Processing

    • Deep Learning

    • Transformer Architectures

    • Attention Mechanisms

    • Representation Learning

    • Language Modeling

    • Information Retrieval

    • Prompt Engineering

  • Proficiency in Python.

  • Hands-on experience with PyTorch or TensorFlow.

  • Experience with Hugging Face Transformers, Sentence Transformers, spaCy, NLTK, or similar NLP frameworks.

  • Strong understanding of NLP evaluation metrics such as BLEU, ROUGE, METEOR, Precision, Recall, F1-Score, and BERTScore.

  • Experience with Git, Docker, Linux, and cloud platforms (AWS, Azure, or Google Cloud).

Preferred Qualifications
  • Experience with Retrieval-Augmented Generation (RAG) architectures.

  • Experience with vector databases such as FAISS, Pinecone, Milvus, Weaviate, or Chroma.

  • Hands-on experience with LLM fine-tuning techniques including LoRA, QLoRA, and PEFT.

  • Familiarity with distributed training frameworks such as DeepSpeed or PyTorch Distributed.

  • Experience with reinforcement learning from human feedback (RLHF) or preference optimization techniques.

  • Publications in leading AI or NLP conferences such as ACL, EMNLP, NAACL, NeurIPS, ICML, ICLR, or COLING.

  • Contributions to open-source NLP or AI projects.

Technical Skills
  • Python

  • PyTorch / TensorFlow

  • Hugging Face Transformers

  • Sentence Transformers

  • spaCy

  • NLTK

  • LangChain

  • LlamaIndex

  • FAISS

  • Pinecone

  • Milvus

  • Docker

  • Kubernetes

  • MLflow

  • Git

  • Linux

  • SQL

  • AWS / Azure / Google Cloud

Soft Skills
  • Strong analytical and research mindset.

  • Excellent problem-solving and critical thinking skills.

  • Effective communication and technical writing abilities.

  • Ability to collaborate with cross-functional teams.

  • Curiosity and passion for advancing NLP and AI research.

Nice to Have
  • Experience with multimodal AI and vision-language models.

  • Knowledge of AI agents and agentic workflows.

  • Experience with synthetic data generation and evaluation.

  • Familiarity with MLOps, model serving, and CI/CD pipelines.

  • Experience with knowledge graphs and semantic search.

Benefits
  • Competitive salary and performance-based incentives.

  • Flexible work arrangements.

  • Comprehensive health and wellness benefits.

  • Learning, certification, and conference sponsorship opportunities.

  • Access to high-performance GPU infrastructure.

  • Opportunity to work on cutting-edge NLP and Generative AI research in a collaborative environment.

Vacancy posted 6 days ago
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