LLM - Paper Summaries

Summary of the paper: “Rejection Sampling IMLE: Designing Priors for Better Few-Shot Image Synthesis”

October 11, 2024

paper citation: Vashist, Chirag, Shichong Peng, and Ke Li. “Rejection Sampling IMLE: Designing Priors for Better Few-Shot Image Synthesis.” arXiv preprint arXiv:2409.17439 (2024). Summary: In the world of image generation, creating high-quality images usually requires vast amounts of training data. However, there are situations where getting enough data is hard or expensive, such as in…

Summary of the paper: “COSTELLO: Contrastive Testing for Embedding-Based Large Language Model as a Service Embeddings”

September 19, 2024

AI

Paper citation: Jiang, Weipeng, Juan Zhai, Shiqing Ma, Xiaoyu Zhang, and Chao Shen. “COSTELLO: Contrastive Testing for Embedding-Based Large Language Model as a Service Embeddings.” Proceedings of the ACM on Software Engineering 1, no. FSE (July 12, 2024): 906–28. https://doi.org/10.1145/3643767. Summary: This paper presents Costello a contrastive learning approach for testing validating the embeddings of…

Glossary of LLM Terms and Abbreviations in Academic Papers

September 19, 2024

AI

This is a list of all terms related to large language models that I found while reading academic papers in that field. I will keep adding to this glossary each time I encounter a new term (ISA), please let me know if you find a missing term in this list. This list is in ascending…

Tag: LLM

Summary of the paper: “Rejection Sampling IMLE: Designing Priors for Better Few-Shot Image Synthesis”

Summary of the paper: “COSTELLO: Contrastive Testing for Embedding-Based Large Language Model as a Service Embeddings”

Glossary of LLM Terms and Abbreviations in Academic Papers