Data Extraction & Generation Full-time Job

Key Responsibilities:

1. Instruction Fine-tuning for Documents (Text and Tables):

a. Fine-tune LLMs for document-specific instruction understanding, including text and tables

b. Work on table detection (bordered and borderless), table structure detection, and mapping tables with text

c. Implement a system for table RAG.

2. Create Instruction Datasets with LLM Approaches:

a. Specialize in creating instructive datasets with long context text and tables using LLM approaches

b. Develop expertise in generating specialized datasets tailored to the domain, focusing on specific instruction understanding

3. Fine-tune LLM Models for Q&A in Domain-specific Contexts:

a. Implement fine-tuning strategies for LLMs to extract information specific to the domain for Question and Answer (Q&A) tasks

b. Showcase the model's ability to understand and respond to queries within the specified domain context

4. Model Quantization for Inference Speed and Accuracy:

a. Investigate model quantization methods to optimize LLMs for inference speed and accuracy, especially on GPUs

b. Provide benchmarks and metrics for different quantization approaches, emphasizing trade-offs between speed and accuracy

5. Model Evaluation and Metrics:

a. Develop comprehensive evaluation metrics for LLM performance in data extraction and generation tasks

b. Present findings through clear and concise reports, including visualizations and comparisons

Requirements:

Background in Generative AI, Natural Language Processing (NLP) and machine learning

Proficiency in programming languages such as Python and familiarity with relevant libraries (e.g., TensorFlow, PyTorch). Worked with LLMs, hugging face transformers

Strong analytical and research skills

Effective communication skills, including the ability to present findings to stakeholders

Ability to work independently and as part of a team

XA Group, headquartered in Dubai, is a leading innovator in the automotive industry. We specialize in providing cutting-edge Aftersales Solutions through a Software as a Service (SAAS) platform across the Middle East, South Asia, and Europe.
XA Group aims to provide vertically integrated, full-stack solutions. We cover all aspects of the aftersales process, benefiting various stakeholders in the automotive industry, including customers, Bodyshop networks, Original Equipment Manufacturers (OEM) dealers, and insurance providers.
We leverage advanced technologies such as AI, and IoT, to create digital solutions.