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A novel framework for educational Q&A: Leveraging RAG and Code Interpreters for knowledge retrieval and logical computation. [PDF]
PLoS ONEThis paper presents a novel approach to enhancing educational question-answering (Q&A) systems by combining Retrieval-Augmented Generation (RAG) with Large Language Model (LLM) Code Interpreters.
Jin Lu, Ji Li
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Private Proximity Retrieval Codes [PDF]
IEEE Transactions on Information Theory, 2021 A \emph{private proximity retrieval} (\emph{PPR}) scheme is a protocol which allows a user to retrieve the identities of all records in a database that are within some distance $r$ from the user's record $x$. The user's \emph{privacy} at each server is given by the fraction of the record $x$ that is kept private.
Yiwei Zhang, Eitan Yaakobi, Tuvi Etzion
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Re_Trans: Combined Retrieval and Transformer Model for Source Code Summarization
Entropy, 2022 Source code summarization (SCS) is a natural language description of source code functionality. It can help developers understand programs and maintain software efficiently.
Chunyan Zhang +5 more
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Knowledge Distillation-Based Multilingual Code Retrieval
Algorithms, 2022 Semantic code retrieval is the task of retrieving relevant codes based on natural language queries. Although it is related to other information retrieval tasks, it needs to bridge the gaps between the language used in the code (which is usually syntax ...
Wen Li, Junfei Xu, Qi Chen
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Remote Sensing Cross-Modal Retrieval by Deep Image-Voice Hashing
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022 Remote sensing image retrieval aims at searching remote sensing images of interest among immense volumes of remote sensing data, which is an enormous challenge. Direct use of voice for human–computer interaction is more convenient and intelligent.
Yichao Zhang +2 more
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Retrievability of Code Mixed Microblogs [PDF]
Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, 2016 Mixing multiple languages within the same document, a phenomenon called (linguistic) code mixing or code switching, is a frequent trend among multilingual users of social media. In the context of information retrieval (IR), code mixing may affect retrieval effectiveness due to the mixing of different vocabularies with different collection statistics ...
Ganguly, Debasis +3 more
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A Catalog of Exoplanet Atmospheric Retrieval Codes
Research Notes of the AAS, 2023 Abstract Exoplanet atmospheric retrieval is a computational technique widely used to infer properties of planetary atmospheres from remote spectroscopic observations. Retrieval codes typically employ Bayesian sampling algorithms or machine learning approaches to explore the range of atmospheric properties (e.g., chemical composition ...
MacDonald, Ryan, Batalha, Natasha
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Enhancing Semantic Code Search With Deep Graph Matching
IEEE Access, 2023 The job of discovering appropriate code snippets against a natural language query is an important task for software developers. Appropriate code retrieval increases software productivity and quality as well.
Nazia Bibi +5 more
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On Private Information Retrieval Array Codes [PDF]
IEEE Transactions on Information Theory, 2019 Given a database, the private information retrieval (PIR) protocol allows a user to make queries to several servers and retrieve a certain item of the database via the feedbacks, without revealing the privacy of the specific item to any single server.
Yiwei Zhang +3 more
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Private information retrieval for coded storage [PDF]
2015 IEEE International Symposium on Information Theory (ISIT), 2015 Private information retrieval scheme for coded data storage is considered in this paper. We focus on the case where the size of each data record is large and hence only the download cost (but not the upload cost for transmitting retrieval queries) is of interest. We prove that the tradeoff between storage cost and retrieval/download cost depends on the
Chan, Terence H. +2 more
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