Systematic Literature Review

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

No dataset record in the archive lists this task.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 49 papers with code (337 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.

• Explicit and Implicit Representations in AI-based 3D Reconstruction for Radiology: A Systematic Review
  15 Apr 2025 2 repositories listed
  The demand for high-quality medical imaging in clinical practice and assisted diagnosis has made 3D reconstruction in radiological imaging a key research focus.
• What do we know about Hugging Face? A systematic literature review and quantitative validation of qualitative claims
  12 Jun 2024 2 repositories listed
  We successfully test 3 of these claims through a quantitative analysis, and directly compare one with traditional software.
• A Survey on Large Language Models for Code Generation
  1 Jun 2024 2 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  Despite the active exploration of LLMs for a variety of code tasks, either from the perspective of natural language processing (NLP) or software engineering (SE) or both, there is a noticeable absence of a comprehensive…
• Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation
  16 Apr 2019 2 repositories listed
  The different approaches generalized well to similar populations but not to datasets with different inclusion criteria or demographical characteristics.
• Generative AI and Creativity: A Systematic Literature Review and Meta-Analysis
  22 May 2025 1 repository listed
  In this study, we conduct a meta-analysis to evaluate the effect of GenAI on the performance in creative tasks.
• AI-driven Personalized Privacy Assistants: a Systematic Literature Review
  11 Feb 2025 1 repository listed
  As a result, this SLR reviews several aspects of existing research on AI-driven PPAs in terms of types of publications, contributions, methodological quality, and other quantitative insights.
• A foundation model for human-AI collaboration in medical literature mining
  27 Jan 2025 1 repository listed
  Here, we present LEADS, an AI foundation model for study search, screening, and data extraction from medical literature.
• Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Review
  22 Jan 2025 1 repository listed
  Large language models (LLMs) have been positioned to revolutionize HCI, by reshaping not only the interfaces, design patterns, and sociotechnical systems that we study, but also the research practices we use.
• Online Continual Learning: A Systematic Literature Review of Approaches, Challenges, and Benchmarks
  9 Jan 2025 1 repository listed
  Online Continual Learning (OCL) is a critical area in machine learning, focusing on enabling models to adapt to evolving data streams in real-time while addressing challenges such as catastrophic forgetting and the…
• Ideological Orientation and Extremism Detection in Online Social Networking Sites: A Systematic Review
  28 Oct 2024 1 repository listed
  The rise of social networking sites has reshaped digital interactions, becoming fertile grounds for extremist ideologies, notably in the United States.
• Large Language Models in Computer Science Education: A Systematic Literature Review
  21 Oct 2024 1 repository listed
  Large language models (LLMs) are becoming increasingly better at a wide range of Natural Language Processing tasks (NLP), such as text generation and understanding.
• Best Practices for Responsible Machine Learning in Credit Scoring
  30 Sep 2024 1 repository listed
  The widespread use of machine learning in credit scoring has brought significant advancements in risk assessment and decision-making.
• Divided by discipline? A systematic literature review on the quantification of online sexism and misogyny using a semi-automated approach
  30 Sep 2024 1 repository listed
  In this review, we make four key contributions: (1) we synthesize the literature into five core themes: definitions of sexism and misogyny, disciplinary divergences, automated detection methods, associated challenges,…
• BuildingView: Constructing Urban Building Exteriors Databases with Street View Imagery and Multimodal Large Language Mode
  29 Sep 2024 1 repository listed
  Urban Building Exteriors are increasingly important in urban analytics, driven by advancements in Street View Imagery and its integration with urban research.
• Swiss Cheese Model for AI Safety: A Taxonomy and Reference Architecture for Multi-Layered Guardrails of Foundation Model Based Agents
  5 Aug 2024 1 repository listed
  Foundation Model (FM)-based agents are revolutionizing application development across various domains.
• Towards Systematic Monolingual NLP Surveys: GenA of Greek NLP
  13 Jul 2024 1 repository listed
  We apply this methodology to Greek NLP (2012-2023), providing a comprehensive overview of its current state and challenges.
• Network Analytics for Anti-Money Laundering -- A Systematic Literature Review and Experimental Evaluation
  29 May 2024 1 repository listed
  We conclude that most research relies on expert-based rules and manual features, while deep learning methods have been gaining traction.
• Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challenges
  24 May 2024 1 repository listed
  Text generation has become more accessible than ever, and the increasing interest in these systems, especially those using large language models, has spurred an increasing number of related publications.
• Large Language Models for Cyber Security: A Systematic Literature Review
  8 May 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified
  Overall, our survey provides a comprehensive overview of the current state-of-the-art in LLM4Security and identifies several promising directions for future research.
• When LLMs Meet Cybersecurity: A Systematic Literature Review
  6 May 2024 1 repository listed
  The rapid development of large language models (LLMs) has opened new avenues across various fields, including cybersecurity, which faces an evolving threat landscape and demand for innovative technologies.
• A Survey on 3D Egocentric Human Pose Estimation
  26 Mar 2024 1 repository listed
  Egocentric human pose estimation aims to estimate human body poses and develop body representations from a first-person camera perspective.
• A systematic review of open data in agriculture
  28 Feb 2024 1 repository listed
  In addition, with the help of a script created ad-hoc for this research work, we analyze the degree of compliance within the FAIR principles of all the public domain or open datasets that we have been able to identify…
• A Reproducibility Study of Goldilocks: Just-Right Tuning of BERT for TAR
  16 Jan 2024 1 repository listed
  In this context, we show that there is no need for further pre-training if a domain-specific BERT backbone is used within the active learning pipeline.
• The Media Bias Taxonomy: A Systematic Literature Review on the Forms and Automated Detection of Media Bias
  26 Dec 2023 1 repository listed
  However, we have identified a lack of interdisciplinarity in existing projects, and a need for more awareness of the various types of media bias to support methodologically thorough performance evaluations of media bias…
• Self-Admitted Technical Debt Detection Approaches: A Decade Systematic Review
  19 Dec 2023 1 repository listed
  Technical debt (TD) represents the long-term costs associated with suboptimal design or code decisions in software development, often made to meet short-term delivery goals.
• Deep Natural Language Feature Learning for Interpretable Prediction
  9 Nov 2023 1 repository listed
  We show that the LLM normally struggles for the main task using in-context learning, but can handle these easiest subtasks and produce useful weak labels to train a BERT.
• Empathy Detection from Text, Audiovisual, Audio or Physiological Signals: A Systematic Review of Task Formulations and Machine Learning Methods
  30 Oct 2023 1 repository listed
  Empathy indicates an individual's ability to understand others.
• Data Cleaning and Machine Learning: A Systematic Literature Review
  3 Oct 2023 1 repository listed
  First, it aims to summarize the latest approaches for data cleaning for ML and ML for data cleaning.
• Evolution of ESG-focused DLT Research: An NLP Analysis of the Literature
  23 Aug 2023 1 repository listed
  Emerging technologies, such as Distributed Ledger Technology (DLT), face growing scrutiny for their environmental impact, especially when it comes to the energy use of the Proof of Work (PoW) consensus mechanism and…
• Large Language Models for Software Engineering: A Systematic Literature Review
  21 Aug 2023 1 repository listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  Nevertheless, a comprehensive understanding of the application, effects, and possible limitations of LLMs on SE is still in its early stages.

Syntology lines on 3 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.