all AI news
PLAID: An Efficient Engine for Late Interaction Retrieval. (arXiv:2205.09707v1 [cs.IR])
May 20, 2022, 1:11 a.m. | Keshav Santhanam, Omar Khattab, Christopher Potts, Matei Zaharia
cs.CL updates on arXiv.org arxiv.org
Pre-trained language models are increasingly important components across
multiple information retrieval (IR) paradigms. Late interaction, introduced
with the ColBERT model and recently refined in ColBERTv2, is a popular paradigm
that holds state-of-the-art status across many benchmarks. To dramatically
speed up the search latency of late interaction, we introduce the
Performance-optimized Late Interaction Driver (PLAID). Without impacting
quality, PLAID swiftly eliminates low-scoring passages using a novel centroid
interaction mechanism that treats every passage as a lightweight bag of
centroids. PLAID uses …
More from arxiv.org / cs.CL updates on arXiv.org
Jobs in AI, ML, Big Data
Senior Machine Learning Engineer
@ GPTZero | Toronto, Canada
ML/AI Engineer / NLP Expert - Custom LLM Development (x/f/m)
@ HelloBetter | Remote
Doctoral Researcher (m/f/div) in Automated Processing of Bioimages
@ Leibniz Institute for Natural Product Research and Infection Biology (Leibniz-HKI) | Jena
Seeking Developers and Engineers for AI T-Shirt Generator Project
@ Chevon Hicks | Remote
Senior Applied Data Scientist
@ dunnhumby | London
Principal Data Architect - Azure & Big Data
@ MGM Resorts International | Home Office - US, NV