Lightweight Deployment

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (15 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• PsyLite Technical Report
  26 Jun 2025 1 repository listed
  With the rapid development of digital technology, AI-driven psychological counseling has gradually become an important research direction in the field of mental health.
• Digestion Algorithm in Hierarchical Symbolic Forests: A Fast Text Normalization Algorithm and Semantic Parsing Framework for Specific Scenarios and Lightweight Deployment
  18 Dec 2024 1 repository listed
  Text Normalization and Semantic Parsing have numerous applications in natural language processing, such as natural language programming, paraphrasing, data augmentation, constructing expert systems, text matching, and…
• Continuous reasoning for adaptive container image distribution in the cloud-edge continuum
  17 Jul 2024 1 repository listed
  Cloud-edge computing requires applications to operate across diverse infrastructures, often triggered by cyber-physical events.
• Reprogramming Distillation for Medical Foundation Models
  9 Jul 2024 1 repository listed Syntology ran 6 of 8 samples · 2 unverified · 8 pointer-only (licence)
  However, due to the gap between pre-training tasks (or modalities) and downstream tasks (or modalities), the real-world computation and speed constraints, it might not be straightforward to apply medical foundation…
• ModuleFormer: Modularity Emerges from Mixture-of-Experts
  7 Jun 2023 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  In our experiment, we found that the modular architecture enables three important abilities for large pre-trained language models: 1) Efficiency, since ModuleFormer only activates a subset of its modules for each input…
• Fast-BEV: A Fast and Strong Bird's-Eye View Perception Baseline
  29 Jan 2023 1 repository listed
  Our Fast-BEV consists of five parts, We novelly propose (1) a lightweight deployment-friendly view transformation which fast transfers 2D image feature to 3D voxel space, (2) an multi-scale image encoder which leverages…

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.