Natural Language Processing with Keyphrase Extraction
$200-600 AUD
Πληρώθηκε κατά την παράδοση
**Project Description:**
Title: AI-Based Keyphrase Extraction Using BERT and Unsupervised Embedding Approach
**Overview:**
This project focuses on developing an AI-based keyphrase extraction system for scientific documents. It aims to address the challenge of extracting keyphrases from longer documents by leveraging advanced NLP techniques. The project utilizes the S20RC dataset and incorporates tools like GROBID for document preprocessing.
**Objectives:**
1. Implement a keyphrase extraction system using BERT and unsupervised embedding approaches.
2. Utilize the S20RC dataset for training and evaluation.
3. Evaluate the system's performance using the F1 score metric.
4. Integrate GROBID for structured data extraction from PDF documents.
5. Develop a pipeline for document preprocessing, keyphrase extraction, and evaluation.
**Methodology:**
1. **Data Collection and Preprocessing:**
- Obtain the S20RC dataset containing scientific documents in PDF format.
- Use GROBID for extracting text content from PDFs and preprocessing.
2. **Model Development:**
- Fine-tune BERT models and explore unsupervised embedding techniques.
- Develop a hybrid model combining BERT and unsupervised embeddings for keyphrase extraction.
3. **Evaluation:**
- Split the dataset and evaluate the models using the F1 score metric.
4. **Results Analysis:**
- Analyze keyphrase extraction results and compare with manual annotations.
**Deliverables:**
1. Python code for the keyphrase extraction system.
2. Preprocessed S20RC dataset.
3. Trained BERT models and unsupervised embedding models.
4. Evaluation report with F1 score results.
5. Visualization of keyphrase extraction results.
**Conclusion:**
This project aims to develop an efficient keyphrase extraction system for scientific documents using AI techniques. By leveraging BERT and unsupervised embeddings, it seeks to achieve high-performance keyphrase extraction. The project contributes to advancements in NLP and information retrieval for scientific literature.
Ταυτότητα Εργασίας: #38042806
Σχετικά με την εργασία
52 freelancers κάνουν προσφορές κατά μέσο όρο $491 για αυτή τη δουλειά
Hi, I hope you are doing fine. I have done many projects with Matlab including my masters and PhD thesis. I have also published 20 journal articles almost all of them used matlab. I have a lot of experience in implemen Περισσότερα
I appreciate the opportunity to work on your innovative project focusing on AI-based Keyphrase Extraction for scientific documents. By leveraging advanced NLP techniques like BERT and tools such as GROBID, we aim to en Περισσότερα
Hello Mate, I'm here to offer IT support for your AI-based keyphrase extraction project. I'll help with implementing BERT and unsupervised embedding approaches, managing the dataset, integrating GROBID, coding in Pyth Περισσότερα
I am a proficient NLP developer with extensive experience in BERT and Unsupervised Embedding Approach. I have a strong background in unsupervised embedding approaches. I'm also very familiar with GROBID. I am confiden Περισσότερα
## AI Keyphrase Extraction for Your Research Papers (1 Paragraph) ❇️ I can build an AI system to automatically extract keyphrases from your scientific documents. This system will use advanced techniques like BERT and Περισσότερα
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Our bid proposes to develop an AI-powered keyphrase extraction system tailored for scientific documents, employing cutting-edge NLP techniques including BERT and unsupervised embedding approaches. Utilizing the S20RC d Περισσότερα
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Hello, Greetings! I have carefully checked your job post and am interested in working with you on this project, as it aligns with my skill set. Please take a look at my profile for confirmation. After talking about it Περισσότερα
Hi, How are you? Very happy to bid on your project because my skills fit your project. I am a senior software engineer with 20 years of experience in Python, Java, C++, and C#. I am very familiar with natural language Περισσότερα
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As an AI enthusiast with significant experience in Python, Machine Learning and Deep Learning, I bring a unique skill set and aptitude for your Natural Language Processing project. My journey as a developer has been ex Περισσότερα
Dear Marshal A., I have extensive experience in Java, Python, Data Mining, and Software Architecture, as reflected in my portfolio and positive customer reviews. I am confident in my ability to deliver high-quality re Περισσότερα
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I am honored to have the opportunity to bid on this cutting-edge project in natural language processing. With my in-depth understanding and expertise in NLP, Python, as well as the necessary frameworks such as BERT, I Περισσότερα
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As a seasoned professional with over 7 years of experience in software development and a special focus on web and app development, I believe I'm uniquely qualified to tackle this Natural Language Processing project. Wi Περισσότερα
Hello there Marshal A., Good morning! My name is Jane a skilled data analyst with skills including Java, Data Mining, Matlab and Mathematica, Software Architecture and Python. I have over 6 years in tutoring visualiza Περισσότερα
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