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I am developing a master’s-level research design that compares Retrieval-Augmented Generation (RAG) systems from an information retrieval and evaluation perspective. I am looking for someone that can help we out with helping and brainstorming the thesis design What I am looking for: - Refining research questions and comparison criteria for RAG systems - Structuring the theoretical and technical framework - Identifying and organizing key literature in RAG, IR, and LLM evaluation - Designing an evaluation approach (retrieval metrics, generation quality, cost/latency, robustness, etc.) Project context Domain: RAG / search systems / LLM pipelines Approach: system comparison + online comparison with systems Tooling: Python-based pipeline, API-driven LLM setup Required background: - Experience with RAG, search/IR systems, or LLM evaluation - Strong understanding of evaluation metrics (e.g., precision/recall, nDCG, retrieval vs generation metrics) - Academic or technical research experience - Ability to reference recent papers and benchmarks - One relevant technical or research writing sample - Your experience with RAG / IR / LLM evaluation - Your approach to comparing two RAG pipelines
Mã dự án: 40225177
65 đề xuất
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Hoạt động 21 ngày trước
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Hello, Your project aligns well with my academic and research background. I hold a PhD in Computer Science with a specialization in Machine Learning and have strong programming experience in Python, particularly in developing research pipelines and conducting experimental evaluations. While I am not deeply specialized in building LLM systems from scratch, I have a solid conceptual understanding of LLMs, RAG architectures, and evaluation principles, allowing me to effectively contribute to research design and methodological planning. In addition, I bring hands-on publication experience. Last year, I published a research paper focused on improving deep learning performance through automated bounding-box (BB) annotations under challenging visual conditions such as fog and low-visibility nighttime environments. This work required careful experimental design, metric selection, and rigorous comparative evaluation — skills directly applicable to designing evaluation frameworks for RAG system comparisons. For your thesis, I can help refine research questions, define comparison criteria for RAG pipelines, and structure a clear theoretical framework connecting information retrieval concepts with modern generative systems. My approach would focus on separating retrieval evaluation from generation evaluation while incorporating IR metrics (precision, recall, nDCG), quality assessment, robustness analysis, and practical considerations such as latency and cost. Best regards,
€140 EUR trong 7 ngày
4,1
4,1
65 freelancer chào giá trung bình €139 EUR cho công việc này

Hi, Thank you for considering my proposal. With over 8 years of experience in Academic Research and Research Writing, I am well-equipped to assist with your project on comparing Retrieval-Augmented Generation (RAG) systems from an information retrieval and evaluation perspective. I have carefully reviewed the project requirements and am eager to discuss further details with you. I have a strong background in RAG, search/IR systems, and LLM evaluation, along with a deep understanding of evaluation metrics and academic research methodologies. I am confident in my ability to refine research questions, structure frameworks, and design evaluation approaches for your master's-level research design. I would appreciate the opportunity to connect with you in chat to delve deeper into the specifics of your project. Regards
€30 EUR trong 1 ngày
9,2
9,2

As a seasoned data scientist and academic consultant, I believe I'm uniquely equipped to assist you with this project. My extensive background in data analysis, research, technical writing, and content development give me an edge when it comes to understanding and interpreting complex concepts - such as those related to your RAG system evaluation. My ability to identify key literature, structure frameworks, and design appropriate evaluation methodologies will prove invaluable in your search for the perfect LLM pipeline. Moreover, my proficiency in Python-based pipelines, API-driven LLM setups- tools particularly relevant to your project - further manifests my suitability for the job. As a master at extracting and presenting insights from business data, I am confident I can take your project to new heights by identifying retrieval metrics, generation quality considerations, cost/latency analysis benchmarks etc. Lastly, what really sets me apart is my never-ending curiosity about the world of data science combined with my strong sense of craftsmanship in producing high-quality research papers. With an unmatched track record as exemplified by being ranked top 1% of Freelancers here on Freelancer.com based on jobs completed and reviews, my work is known for its precision, thoroughness, and clarity, signs that I understand all too well just how important these qualities are to your project.
€140 EUR trong 4 ngày
8,9
8,9

Hello, I would be glad to support you in refining and structuring your master’s-level research design on RAG systems evaluation. With experience in information retrieval, LLM pipelines, and evaluation methodologies, I can help sharpen your research questions, define rigorous comparison criteria, and build a clear theoretical and technical framework grounded in recent literature. My approach to comparing two RAG pipelines would involve separating retrieval performance from generation quality, applying standard IR metrics such as precision, recall, and nDCG alongside generation-focused measures, cost and latency analysis, and robustness testing under controlled scenarios. I can also assist in organizing key academic sources, aligning your methodology with current benchmarks, and ensuring the design is defensible at the master’s level. A Turnitin report can be provided for any written sections to confirm originality,
€30 EUR trong 7 ngày
8,2
8,2

Hi, i will help you with master’s-level research design that compares retrieval-augmented Generation (RAG) systems from an information retrieval and evaluation perspective. I am a PHD degree holder in data science and a master degree holder in data management, Bsc degree in computer science. I have read project description and i am sure i can deliver excellent papers within the deadline, additionally i have more than 5 years of experience in research and technical writing. I always ensure i provide excellent work a companied with turnitin report on AI and plagiarism which must below 5 %. I will also provide a 2-3 samples of similar tasks completed in the last 3 months to showcase my past experience on the topic. Kindly contact me, so that we can work together and you will never regret. I have written many task similar to this please consider me. Thank You.
€40 EUR trong 1 ngày
7,9
7,9

1. I am an expert in handling compares Retrieval-Augmented Generation (RAG) systems from an information retrieval and evaluation perspective. I Have done many work similar to this project. please feel free to connect in chat for discussion. Sure, I can handle your project on handling compares Retrieval-Augmented Generation (RAG) systems from an information retrieval and evaluation perspective. 2. I read your project description and I am sure that I can handle your project. 3. Also, an expert in Research writing, research reports, essays and advance essays, dissertations. 4. I will ensure that your project will be delivered on time with high standard. 5. Expert in all referencing styles (APA/ Harvard / IEEE /MLA/etc.). 6. 100 % Assurance on zero percent plagiarism. 7. TURNITIN / COPYSCAPE plagiarism report will be provided along with completed work 8. Assistance will be provided with the number of clarifications until client satisfaction 9. I will provide assistance even after the payment. And will maintain data (content) security. ● Free Turnitin plagiarism report ● Free Referencing ● I have more than 10+ years ● This is my profile: https://www.freelancer.in/u/citijayamala
€250 EUR trong 3 ngày
7,4
7,4

I am Dr Kaleem (PhD, Seoul National University) with 20+ research and review articles published in reputed journals. I have assisted hundreds of researchers in writing/ polishing their academic articles, literature reviews, dissertations, theses, research articles, presentations, reports, research proposals, books, posters, patents, blogs, etc. • I provide free online sessions to determine my suitability for the project. • I am committed to providing top-rated output. • I am available for any number of revisions that would be required. • Completion to satisfaction is guaranteed.
€140 EUR trong 3 ngày
7,0
7,0

Affordable, Early Delivery. ★★★★★★★★★★★★★★I hold a Masters degree which gives me the requisite background to handle writing from various subjects. I am a highly committed person towards my work. You can rely on QualityXenter for quality and consistency in writing. We never violate copyright rules. I have vast amount of experience in this industry since I am working from 2015 as a professional writer. I provide many modifications till to get your satisfactions. I have access to enough journals to use in your research project. I always produce quality work at VERY LOW RATES so, don't worry if you have a low budget for your work, I will be very happy to make a new client like you. I am producing quality work for my clients including ARTICLE WRITING, REPORT WRITING, ESSAY WRITING, RESEARCH PAPERS, BUSINESS PLAN, TECHNICAL WRITING, MATLAB, THESIS, ACCOUNTING & FINANCE work ETC. Go through my profile link https://www.freelancer.com/u/qualityxenter
€30 EUR trong 1 ngày
6,2
6,2

Hi there, I have checked your project, which requires Academic Help For Writing Technical Research Design – RAG Systems Evaluation Data Science. I’m a professional academic writer with 7 years’ experience penning different academic research, thesis, essay, and dissertation on various subjects. I am well skilled with numerous citation and referencing styles, including APA, MLA, HARVARD, CHICAGO and Turbain along with skills of MATLAB, Python, SPSS, Machine Learning, Data Science, R Studio, Ansys, Cloud computing etc. Please feel free to connect with me in the chat. Regards
€140 EUR trong 2 ngày
6,3
6,3

Hello, I’ve read your brief and I’m confident I can help shape a rigorous master’s-level research design comparing RAG systems from both IR and generation perspectives. I have hands-on experience with RAG pipelines, retrieval metrics (precision/recall, nDCG), LLM evaluation, and Python API-driven setups; I’ll refine research questions, define comparison criteria, build the theoretical/technical framework, curate key literature, and design evaluation protocols covering retrieval, generation quality, cost/latency, and robustness. I’ll deliver a clear study blueprint, metric suites, suggested datasets/benchmarks, and an implementation plan for online system comparisons. If that sounds good, the next step is a short scoping call or a shared brief to prioritise metrics and datasets. Best regards,
€100 EUR trong 1 ngày
5,3
5,3

It sounds like you already have a clear domain, tooling, and direction for your master’s thesis on RAG systems, but you now need help turning that into a rigorous, defensible research design with strong evaluation logic. Most RAG comparisons fall short because they mix retrieval and generation metrics without a clear theoretical link to the research questions, which leads to results that are hard to justify academically. My approach is to refine your research questions around retrieval quality, generation usefulness, robustness, and system cost, then anchor them in IR and LLM evaluation literature. From there, I structure a reproducible comparison framework covering datasets, metrics, prompts, and pipeline design, supported by recent papers and benchmarks. I’ve worked with Python-based RAG pipelines and API-driven LLM systems and supported research projects combining IR metrics with generation evaluation. Have you already selected the candidate RAG architectures and retrievers? Will you use an existing benchmark dataset or build a custom evaluation set? If you share your draft or outline, I’ll help you finalize a strong research design quickly. Adnan
€140 EUR trong 7 ngày
6,3
6,3

Hello Sir i am computer engineer and certified developer softwre i have master degree too so may we can talk more thanks ,,,,,,,,,,,,,,,,,,,,,,,,,,,,
€250 EUR trong 7 ngày
5,3
5,3

Hi there, I am an experienced writer and hold an MBA degree. I am excited to tell you that I am ready to take on challenges. Being a professional and experienced writer I can deliver you quality content as per your all requirements. My work reflects my passion for writing, where quality content is the utmost priority. I always do research for the specific topic and try to find the target audience and I write accordingly. I will provide exceptional work with 100% perfection and a Turning report as well. I have extensive experience in research and I can deliver quality work. You can provide topics and I can write all the content according to your need. Share your topics so we can write them for you. So, I would be very happy to discuss this further and get started work for you as soon as possible. Regards,
€30 EUR trong 1 ngày
5,4
5,4

Hi I’m your web developer, ready to turn your project Academic Help For Writing Technical Research Design – RAG Systems Evaluation Data Science into reality! I’d love to discuss the details and create something amazing together. Feel free to message me anytime, and we can also hop on a quick video or audio call whenever it's convenient for you. I’ve developed many projects exactly like what you’re looking for. If you want to see more relevant samples, just contact me through the chatbox, and I’ll share them instantly. ★ Why Clients Trust Me 500+ successful web projects delivered 430+ positive client reviews Expert in Python, Research, Technical Writing, Research Writing, Data Science, Academic Writing, Data Analysis, Academic Research, OpenAI, Large Language Models (LLMs) WordPress, Shopify, PHP, JavaScript, HTML, CSS, Plugin/Theme Development, Laravel, WebApp Clean, modern, responsive and SEO-optimized designs Fast delivery, great communication, and long-term support Available during EST hours for smooth collaboration If you want a professional developer who delivers quality work on time and stress-free, let’s connect. I’m excited to help build something amazing for you. Best regards, Kausar Parveen
€180 EUR trong 3 ngày
4,9
4,9

Hello, I’ve built and evaluated production RAG pipelines using hybrid retrieval, re-ranking, and LLM evaluation frameworks. With 8+ years in NLP and ML systems, I’ve tackled retrieval drift, hallucination control, and latency-cost tradeoffs using nDCG, MRR, faithfulness, and groundedness metrics. I can help structure your thesis with clear comparison criteria, reproducible experiments, and literature-backed evaluation design.
€140 EUR trong 7 ngày
5,0
5,0

With my extensive background in developing software and applications spanning over 7 years, specializing in various languages and frameworks just like Python, considered an industry staple for scientific research and data analysis, I am more than well-suited to assist you with your thesis design. I bring a unique blend of technical proficiency and a deep understanding of academic writing which allows me to navigate complex topics such as RAG systems evaluation. Beyond just meeting the requirements you've detailed and employing cutting-edge technologies such as Python for LLM setup or AP-driven pipelines, I highly value effective communication to ensure client satisfaction. My approach focuses on collaboration with you; integrating your ideas or desired approaches with my expertise to generate unique insights. A sample of my technical writing is available on request that showcases how I draw information from recent papers and benchmarks in my work. By choosing me for this project, you're ensuring not just proficiency but also creative synergy between your vision and my skills in building a strong research design!
€30 EUR trong 7 ngày
6,2
6,2

With a project of this nature, involving a complex comparison and evaluation of RAG systems, you need someone who not only has a strong academic and research background but also an in-depth understanding of the subject matter. Over the past 7 years, I've honed my skills in data analysis, research writing and technical writing – all integral to a successful execution of your project. In terms of your specific requirements, I have experience with IR systems which, combined with my strong knowledge of evaluation metrics such as precision/recall and nDCG, will be invaluable in designing an effective evaluation approach for your RAG systems. Moreover, I have not only written extensively in an academic context but have also analyzed complex data using tools like Matlab, SPSS or E-views – demonstrating my proficiency in merging theoretical and technical frameworks - just what you need for your project. Lastly, I'm committed to delivering top-notch work that satisfies the client completely. My previous clients' reviews on Freelancer.com highlight my ability to offer comprehensive solutions while remaining open to their suggestions throughout the process. Let's collaborate now to bring your vision for this research design alive - leveraging not only on my intense motivation for achievement but also my exceptional ability to generate impactful content. Invest in me – a seasoned researcher dedicated to realizing your project's success.
€100 EUR trong 3 ngày
4,6
4,6

Dear Sir/Madam, I have solid experience working with RAG systems, IR evaluation metrics, and LLM pipelines, and I’m confident I can help you refine your research questions, structure your framework, and design a rigorous comparison methodology for your thesis. Let’s connect in the chatbox to discuss the project further, including the budget and timeline. To know more about my experience, let's talk in a freelancer call, and I can share more details and sample works in the chatbox. I am ready to work with you, please connect in the chatbox for further discussions. Thank You. Dr. Divya.
€100 EUR trong 3 ngày
4,5
4,5

Hello, I’ve read your brief and can help shape a master’s-level research design that rigorously compares RAG systems from IR and evaluation angles. I have hands-on experience with RAG pipelines, IR metrics (precision/recall, nDCG), LLM evaluation and Python API-driven setups. I will refine research questions and comparison criteria, build a theoretical + technical framework, curate key literature, and design an evaluation plan covering retrieval metrics, generation quality, cost/latency and robustness. My approach: audit your current pipeline, define controlled datasets and baselines, select retrieval & generation metrics, implement repeatable Python evaluation scripts, and produce an analysis plan and write-up. To start I’ll need access to example queries/documents, details of the two RAG pipelines, and any preliminary hypotheses or constraints. Which two RAG systems (or components) do you plan to compare and can you share a small sample of your documents and queries to use for initial metric selection? Best regards,
€200 EUR trong 2 ngày
4,3
4,3

Hey , I just finished reading the job description and I see you are looking for someone experienced in Research, Academic Research, Data Analysis, Research Writing, Academic Writing, Python, Large Language Models (LLMs), Data Science, OpenAI and Technical Writing. This is something I can do. Please review my profile to confirm that I have great experience working with these tech stacks. While I have few questions: 1. These are all the requirements? If not, Please share more detailed requirements. 2. Do you currently have anything done for the job or it has to be done from scratch? 3. What is the timeline to get this done? Why Choose Me? 1. I have done more than 250 major projects. 2. I have not received a single bad feedback since the last 5-6 years. 3. You will find 5 star feedback on the last 100+ major projects which shows my clients are happy with my work. Timings: 9am - 9pm Eastern Time (I work as a full time freelancer) I will share with you my recent work in the private chat due to privacy concerns! Please start the chat to discuss it further. Regards, Adil.
€30 EUR trong 4 ngày
4,3
4,3

My name is Sudip. I am an IT graduate with a specialization in technical management. My broad skillset includes everything from Microsoft Office to programming in C, Java and Python. More importantly, my passion lies in academic research and I have extensive experience with research projects; I'm no stranger to literature writing or using Google docs and its various file formats, for instance. Furthermore, my proficiency with Python will be a huge asset as your project revolves around it too. Given my analytical bent, I not only deliver outputs but also logically structure them even larger research frameworks.I believe my unique combination of skills,diligence and creativity makes me an ideal candidate for this challenging yet exciting project. So let's start working together and ensure the success of your endeavor!
€140 EUR trong 7 ngày
4,4
4,4

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