Dense Caption _ LLM

2 - 5 years

4 - 8 Lacs

Posted:18 hours ago| Platform: Naukri logo

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Job Type

Full Time

Job Description


  • Develop, fine-tune, and evaluate large language models (LLMs) for dense captioning tasks, ensuring accurate, context-rich, and semantically meaningful descriptions for images, videos, or multimodal datasets.

  • Design and implement data pipelines for preprocessing, annotation validation, augmentation, and quality assurance of large-scale multimodal datasets used in training and testing dense captioning models.

  • Collaborate with research, engineering, and product teams to translate business or research objectives into scalable LLM-based dense captioning solutions integrated into production systems.

  • Optimize model performance by experimenting with architectures, prompt engineering, fine-tuning strategies, and evaluation metrics to improve caption relevance, completeness, and contextual depth.

  • Conduct error analysis, bias detection, and performance monitoring to continuously improve model robustness, fairness, and generalization across diverse datasets and use cases.

  • Document model behavior, limitations, and workflows while contributing to best practices, knowledge sharing, and continuous innovation in LLM-driven dense captioning systems.

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