Make LLM a personal assistant.
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(2023-05) PALR: Personalization Aware LLMs for Recommendation arxiv
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(2023-05) Augmented Large Language Models with Parametric Knowledge Guiding arxiv
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(2023-05) Do LLMs Understand User Preferences? Evaluating LLMs On User Rating Prediction arxiv
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(2023-05) PersonaLLM: Investigating the Ability of GPT-3.5 to Express Personality Traits and Gender Differences arxiv
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(2023-05) Can LLM Already Serve as A Database Interface? A BIg Bench for Large-Scale Database Grounded Text-to-SQLs arxiv
external knowledge for Text-to-SQLs tasks. Simply retrieve and then concate.
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(2023-05) Privacy-Preserving Prompt Tuning for Large Language Model Services arxiv
T5/BERT
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(2023-04) Unstructured and structured data: Can we have the best of both worlds with large language models? arxiv
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(2023-04) LaMP: When Large Language Models Meet Personalization arxiv
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(2023-04) Emergent and Predictable Memorization in Large Language Models arxiv
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(2022-12) Personalizing Large Language Models link
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(2021-ICTSD) Towards User-Centric Text-to-Text Generation: A Survey link
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(2020-LREC) Evaluating Approaches to Personalizing Language Models LREC
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(2018-ACL) Personalized Language Model for Query Auto-Completion ACL-Short
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LaMP: When Large Language Models Meet Personalization link
Citation Identification, News Categorization, Product Rating, News Headline Generation, Scholarly Title Generation, Email Subject Generation,Tweet Paraphrasing
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RecBole-PJF: Person Job Fitting link
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PersonaChat - A chit-chat dataset where paired Turkers are given assigned personas and chat to try to get to know each other. link
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Blog Authorship Corpus - this dataset contains text from blogs written on or before 2004, with each blog being the work of a single user. link
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Project Gutenberg - Project Gutenberg is a library of over 70,000 free eBooks link
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Song Lyrics - It contains song lyrics of modern singers (British and American English), as well as some English poetry. In general, there are 49 authors. link
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LlamaIndex (GPT Index) is a project that provides a central interface to connect your LLM’s with external data.
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[NVIDIA] A Step-by-step Guide to Building Large Custom Language Models link
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NeMo is a cloud service that kick-starts the journey to hyper-personalized enterprise AI applications
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LangChain is a framework for developing applications powered by language models.
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privateGPT Ask questions to your documents without an internet connection, using the power of LLMs.