1. [2402.04527] RA-Rec: An Efficient ID Representation Alignment ... - arXiv
7 feb 2024 · We present RA-Rec, an efficient ID representation alignment framework for LLM-based recommendation, which is compatible with multiple ID-based methods and LLM ...
Large language models (LLM) have recently emerged as a powerful tool for a variety of natural language processing tasks, bringing a new surge of combining LLM with recommendation systems, termed as LLM-based RS. Current approaches generally fall into two main paradigms, the ID direct usage paradigm and the ID translation paradigm, noting their core weakness stems from lacking recommendation knowledge and uniqueness. To address this limitation, we propose a new paradigm, ID representation, which incorporates pre-trained ID embeddings into LLMs in a complementary manner. In this work, we present RA-Rec, an efficient ID representation alignment framework for LLM-based recommendation, which is compatible with multiple ID-based methods and LLM architectures. Specifically, we treat ID embeddings as soft prompts and design an innovative alignment module and an efficient tuning method with tailored data construction for alignment. Extensive experiments demonstrate RA-Rec substantially outperforms current state-of-the-art methods, achieving up to 3.0% absolute HitRate@100 improvements while utilizing less than 10x training data.
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2. Align | UniProt
Find a protein sequence by UniProt ID (e.g. P05067 or A4_HUMAN or UPI0000000001) to align with the Clustal Omega program . You can also paste a list of IDs.
If you are not seeing anything on this page, it might be for multiple reasons:
3. What is DMARC Identifier Alignment (domain alignment)?
20 feb 2024 · In SPF, identifier alignment means the domain portion of the envelope from address aligns with the domain found in the header from address. If ...
Grav is an easy to use, yet powerful, open source flat-file CMS
4. Alignment @ Tegendraads 2024 - Liveset Database
5 feb 2024 · Tracklist. 1. ID (Alignment - ID) 2. HOEHENANGST - Indigo 3. SIKOTI - One More Time 4. Remon Verhoeve - Contradication
Hardtechno
5. ID-Based Alignment: A Technical Deep Dive for Localization ...
10 jun 2024 · ID-based alignment is a technique for aligning multilingual documents by leveraging shared key-value pairs within the source and target texts.
NOTE: All the software used in this article is Open Source, meaning it is free and can be modified according to your needs. Introduction Following our exploration of text alignment fundamentals in "Mastering Text Alignment," this article delves into ID-based alignment, a cutting-edge approach poised
6. cescobar (ID alignment) - IFIC
Simulated events with misaligned geometry and reconstructed misaligned geometry (minor impact on event properties expected)
• CSC notes planed for March 2007 • Simulated events with misaligned geometry and reconstructed misaligned geometry (minor impact on event properties expected) • Provide set of alignment constants derived with "real" algorithm soon for physics analysis • Study more realistic scenarios • Quantify impact of misalignment on measurements • Establish feedback with CSC physics analysis community • Provide systematic deformations (twiki)
7. ID-Align · bio.tools
Aligns metabolite data from multiple files to single spreadsheet.
A registry of bioinformatics software resources including biological databases, analytical tools and data services.
8. -id option - drive5
It is supported by most search and clustering commands. Identity is the fraction of columns in an alignment with matching letters. Example usearch -cluster_fast ...
-id option
