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<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1F497D">All,<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1F497D">This person looks really good on paper: BS in CS from a very good Indian university, MS in DSE from one of the top 10 engineering schools in India, very high
BS and MS GPAs (by grading standards in top Indian schools), nearly 10 years of post-BS and post-MS experience in some of the top IT companies in India, and seems to have attended (remotely I suppose) AI/ML/DS summer schools at top universities – U Chicago,
Duke, NYU, and Oxford, and claims to have attended ICML and NAACL on travel scholarships. Either this is all too good to be true, or he is a terrific potential PhD applicant that one of you may want to snap up
</span><span style="font-size:11.0pt;font-family:Wingdings;color:#1F497D">J</span><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1F497D"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1F497D">FYI,<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1F497D">- Hari<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1F497D"><o:p> </o:p></span></p>
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<p class="MsoNormal"><b><span style="font-size:11.0pt;font-family:"Calibri",sans-serif">From:</span></b><span style="font-size:11.0pt;font-family:"Calibri",sans-serif"> ParthaPratim Saha <technical.partha@gmail.com>
<br>
<b>Sent:</b> Sunday, May 25, 2025 8:02 AM<br>
<b>To:</b> N Narayanan <naraynh@auburn.edu><br>
<b>Subject:</b> Prospective PhD in your Lab<o:p></o:p></span></p>
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You don't often get email from <a href="mailto:technical.partha@gmail.com">technical.partha@gmail.com</a>.
<a href="https://aka.ms/LearnAboutSenderIdentification">Learn why this is important</a>
<o:p></o:p></p>
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<p class="MsoNormal"><span style="font-family:"Verdana",sans-serif">Dear Prof Hari</span><o:p></o:p></p>
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<p style="margin:0in;margin-bottom:.0001pt;text-align:justify"><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">I am Partha Pratim Saha, interested in pursuing a PhD in <b>AI, Natural Language Processing(NLP) & Large Language Models
(LLMs)</b> under your supervision. I completed my Master's Degree with Distinction in Data Science and Engineering from Birla Institute of Technology and Science (BITS), Pilani in India, with an emphasis on <b>Machine Learning, Deep Learning, interpretable
NLP & LLMs, Retrieval Augmented Generation (RAG), and AI Agentic </b>workflow areas. I am interested in working on </span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#333333">automatic and modularized toolbox for the Knowledge Discovery</span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#333333"> project.</span><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black"><br>
<br>
<br>
</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><o:p></o:p></span></b></p>
<p style="margin:0in;margin-bottom:.0001pt;text-align:justify"><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">I developed a <b>conversational dialogue system and worked on a medical search engine</b> using databases, text documents,
and images. I worked on Open-GPTx, GPT-o1, T5, GPT-4, and Llama via HuggingFace Hub to develop <b>Multihop & Multiquery Retrieval Augmented Generation (RAG)</b> pipeline with Llama Index, Vector and BM25 retriever. I have an advanced Machine Learning, Data
Science, Maths, & Statistics and NLP background.</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><o:p></o:p></span></b></p>
<p style="margin:0in;margin-bottom:.0001pt;text-align:justify"><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><o:p> </o:p></span></b></p>
<p style="margin:0in;margin-bottom:.0001pt;text-align:justify"><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">I worked on the safety of Agentic AI tools. I explored hybrid models combining <b>foundation LLMs (e.g., Llama 3, Mixtral
8) with RAG pipelines</b> using vector databases (e.g, Pinecone) and used Multi-agent frameworks, e.g., LangChain Agents, AutoGen. I have extensive experience with <b>Python, PyTorch, and TensorFlow</b>. </span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><o:p></o:p></span></b></p>
<p style="margin:0in;margin-bottom:.0001pt;text-align:justify"><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black"><br>
<br>
</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><o:p></o:p></span></b></p>
<h3 style="line-height:15.0pt"><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black;font-weight:normal">I have explored how </span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black">Chain-of-thought, Tree-of-Thought,
Chain-of-Knowledge, </span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black;font-weight:normal">and</span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black"> Chain-of-Verification</span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black;font-weight:normal"> could
be integrated end-to-end to develop better </span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black">logic, reasoning, and fact-checking abilities in LLMs</span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black;font-weight:normal">.
To see these aspects, I did thought simulations and experimented with prompts in </span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black">Mixtral-8x7B, Llama2-70B, GPT-4, </span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black;font-weight:normal">and</span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black"> Gemini
Pro LLM</span><span style="font-size:12.0pt;font-family:"Verdana",sans-serif;color:black;font-weight:normal">.</span><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368">
<o:p></o:p></span></h3>
<p style="mso-margin-top-alt:12.0pt;margin-right:0in;margin-bottom:12.0pt;margin-left:0in;text-align:justify">
<span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">I focused on LLM-as-a-judge. I am passionate about researching and making ethical and responsible AI accessible to everyone and open-sourcing it. Towards this work, as a <b>Google's
Udacity Bertelsmann Technology scholar</b>, I got accepted into the</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoUX1xK3gJRxcggisvfa%2Fhttps%253A%252F%252Fdatascience.uchicago.edu%252Fevents%252Fai-science-summer-school-2024%252F&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404745699%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=kdihPmenxUy%2FirROQEI1Her%2B7UGVQNZGtwCdtd5io5s%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoUX1xK3gJRxcggisvfa/https%3A%2F%2Fdatascience.uchicago.edu%2Fevents%2Fai-science-summer-school-2024%2F" target="_blank"><span style="font-weight:normal"> </span>2024
AI+Science Summer School at the University of Chicago</a></span></b><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">,</span></b><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoQFxW7idCjbSALySeK7%2Fhttps%253A%252F%252Fcims.nyu.edu%252Fai%252Feducational-programs%252Fpathways-ai%252F&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404770838%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=ZT%2FgqXQ%2BvEh0do6iouirIDe%2BuSzQnOEatY9m8%2B3rBOM%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoQFxW7idCjbSALySeK7/https%3A%2F%2Fcims.nyu.edu%2Fai%2Feducational-programs%2Fpathways-ai%2F" target="_blank"> New
York University's (NYU) AI Summer School</a></span></b><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">'22</span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">, and was awarded to attend ICML'21, CLPsych
for NAACL’22 & ACL’22 conferences.<br>
<br>
I have experience in research proposal writing. One of my research proposals on NLP was selected by </span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoYLS4BTJ38H_gkwSbJP%2Fhttps%253A%252F%252Fdeeplearning.neuromatch.io%252Ftutorials%252Fintro.html&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404785074%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=loOaUZI%2Fh0yeFwkAIeYlNAqGB3H5Xr0f95t9LAetnl0%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoYLS4BTJ38H_gkwSbJP/https%3A%2F%2Fdeeplearning.neuromatch.io%2Ftutorials%2Fintro.html" target="_blank"><span style="font-weight:normal">NeuroMatch
Academy</span></a></span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">, and thereafter, I was selected as a scholar in the </span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoU-vlQu3D2l3AfIX3m6%2Fhttps%253A%252F%252Fneuromatch.io%252Fneuromatch-impact-scholars-program%252F&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404799820%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=waTRWwrEy1%2BsMzLJLLlXswC%2F8MC6W%2FkX26nhvn%2Bgpx8%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoU-vlQu3D2l3AfIX3m6/https%3A%2F%2Fneuromatch.io%2Fneuromatch-impact-scholars-program%2F" target="_blank"><span style="font-weight:normal">Impact
Scholar Program(ISP)</span></a></span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">. During my post-graduate research, I worked with</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoYNTQHBM06MJAJ6OzYX%2Fhttps%253A%252F%252Fscholar.google.com%252Fcitations%253Fhl%253Den%2526user%253D2NvRZn4AAAAJ%2526view_op%253Dlist_works%2526sortby%253Dpubdate&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404813857%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=Dvt0tnHzrxaVMgi2AQh2ZPJ4tNz84Vu%2Bs37k2IN6pYE%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoYNTQHBM06MJAJ6OzYX/https%3A%2F%2Fscholar.google.com%2Fcitations%3Fhl%3Den%26user%3D2NvRZn4AAAAJ%26view_op%3Dlist_works%26sortby%3Dpubdate" target="_blank"><span style="font-weight:normal"> </span>Prof.
Miad Faezipour</a></span></b><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black"> </span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">from <b>Purdue University, USA</b> and</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoYV1TCdds5sqQ0yn6p7%2Fhttps%253A%252F%252Fscholar.google.com%252Fcitations%253Fhl%253Den%2526user%253D7DhuLLMAAAAJ%2526view_op%253Dlist_works%2526sortby%253Dpubdate&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404827525%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=gisKGQWpwgXcpEJrYWbl7QTcdEB6NG2jdsNpXP396JI%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoYV1TCdds5sqQ0yn6p7/https%3A%2F%2Fscholar.google.com%2Fcitations%3Fhl%3Den%26user%3D7DhuLLMAAAAJ%26view_op%3Dlist_works%26sortby%3Dpubdate" target="_blank"><span style="font-weight:normal"> Dr.
Naresh Sehgal</span></a></span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">, my industry supervisor, on a personalized GPT-like system using Federated Learning for healthcare and wrote a</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoYGRodz0ZddtgWz4nb6%2Fhttps%253A%252F%252Fdrive.google.com%252Ffile%252Fd%252F17A9xwEm4JevpemImidTzkU1_bcwcKArL%252Fview&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404841240%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=WJ6%2F6pCIIgDnNagdfD1RzHsFuZZLYsVq4Cx%2FWhRN1e4%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoYGRodz0ZddtgWz4nb6/https%3A%2F%2Fdrive.google.com%2Ffile%2Fd%2F17A9xwEm4JevpemImidTzkU1_bcwcKArL%2Fview" target="_blank"><span style="font-weight:normal"> paper</span></a></span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black"> which
got published this year at a</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><a href="https://nam11.safelinks.protection.outlook.com/?url=https%3A%2F%2F8f81f76f.streaklinks.com%2FCcEVpoUSkgakU8aYRgBNe7J8%2Fhttps%253A%252F%252Famerican-cse.org%252Findex.html%252F&data=05%7C02%7Ccaice-csse%40eng.auburn.edu%7Ca5a4cd0c18b74b4e4af508dd9b948613%7Cccb6deedbd294b388979d72780f62d3b%7C0%7C0%7C638837784404859435%7CUnknown%7CTWFpbGZsb3d8eyJFbXB0eU1hcGkiOnRydWUsIlYiOiIwLjAuMDAwMCIsIlAiOiJXaW4zMiIsIkFOIjoiTWFpbCIsIldUIjoyfQ%3D%3D%7C0%7C%7C%7C&sdata=ki195KBiAHT8WUA%2BlyBIMWA1lvjqGwaxdlNqIg%2BcZ5Y%3D&reserved=0" originalsrc="https://8f81f76f.streaklinks.com/CcEVpoUSkgakU8aYRgBNe7J8/https%3A%2F%2Famerican-cse.org%2Findex.html%2F" target="_blank"><span style="font-weight:normal"> conference</span></a></span></b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black"> in
Las Vegas, USA.</span><b><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><o:p></o:p></span></b></p>
<p style="mso-margin-top-alt:12.0pt;margin-right:0in;margin-bottom:12.0pt;margin-left:0in;text-align:justify">
<span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:black">I look forward to the possibility of contributing to your research group to pursue my PhD at your lab. I have attached my CV for your kind reference. Thank you.</span><span style="font-size:10.0pt;font-family:"Verdana",sans-serif;color:#5F6368"><o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-family:"Verdana",sans-serif;color:black">Sincerely,</span><o:p></o:p></p>
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<p class="MsoNormal"><span style="font-family:"Verdana",sans-serif;color:black">Partha Pratim Saha</span><o:p></o:p></p>
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<p class="MsoNormal"><img border="0" id="_x0000_i1025" src="https://mailfoogae.appspot.com/t?sender=adGVjaG5pY2FsLnBhcnRoYUBnbWFpbC5jb20%3D&type=zerocontent&guid=a2dabbb6-da24-457f-bd3c-d880d5dd5bde"><span style="font-size:7.5pt;font-family:"Gadugi",sans-serif;color:white">ᐧ</span><o:p></o:p></p>
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