Specificity

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

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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

Most implemented papers archive 2025-07-28

30 shown of 504 papers with code (2,094 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.

• Personalizing Dialogue Agents: I have a dog, do you have pets too?
  22 Jan 2018 15 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  Chit-chat models are known to have several problems: they lack specificity, do not display a consistent personality and are often not very captivating.
• MURA: Large Dataset for Abnormality Detection in Musculoskeletal Radiographs
  11 Dec 2017 11 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  To evaluate models robustly and to get an estimate of radiologist performance, we collect additional labels from six board-certified Stanford radiologists on the test set, consisting of 207 musculoskeletal studies.
• Cellular automata as convolutional neural networks
  9 Sep 2018 6 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  This motivates our development of a general convolutional multilayer perceptron architecture, which we find can learn the dynamical rules for arbitrary CA when given videos of the CA as training data.
• POCOVID-Net: Automatic Detection of COVID-19 From a New Lung Ultrasound Imaging Dataset (POCUS)
  25 Apr 2020 5 repositories listed
  For detecting COVID-19 in particular, the model performs with a sensitivity of 0.
• A Tsetlin Machine with Multigranular Clauses
  16 Sep 2019 5 repositories listed Syntology ran 0 of 1 samples · 1 unverified · 1 pointer-only (licence)
  The recently introduced Tsetlin Machine (TM) has provided competitive pattern recognition accuracy in several benchmarks, however, requires a 3-dimensional hyperparameter search.
• Deep Learning to Improve Breast Cancer Early Detection on Screening Mammography
  30 Aug 2017 5 repositories listed
  We also demonstrate that a whole image classifier trained using our end-to-end approach on the DDSM digitized film mammograms can be transferred to INbreast FFDM images using only a subset of the INbreast data for…
• Pocket2Mol: Efficient Molecular Sampling Based on 3D Protein Pockets
  15 May 2022 4 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  Deep generative models have achieved tremendous success in designing novel drug molecules in recent years.
• How Do Vision Transformers Work?
  14 Feb 2022 4 repositories listed
  In particular, we demonstrate the following properties of MSAs and Vision Transformers (ViTs): (1) MSAs improve not only accuracy but also generalization by flattening the loss landscapes.
• Locating and Editing Factual Associations in GPT
  10 Feb 2022 4 repositories listed Syntology ran 4 of 15 samples · 11 unverified
  To test our hypothesis that these computations correspond to factual association recall, we modify feed-forward weights to update specific factual associations using Rank-One Model Editing (ROME).
• 3D Convolutional Neural Networks for Stalled Brain Capillary Detection
  4 Apr 2021 4 repositories listed
  Recent advances in imaging technology enabled generation of high-quality 3D images that can be used to visualize stalled blood vessels.
• Predicting Splicing from Primary Sequence with Deep Learning
  17 Jan 2019 4 repositories listed
  The splicing of pre-mRNAs into mature transcripts is remarkable for its precision, but the mechanisms by which the cellular machinery achieves such specificity are incompletely understood.
• Neural Vector Spaces for Unsupervised Information Retrieval
  9 Aug 2017 4 repositories listed
  We propose the Neural Vector Space Model (NVSM), a method that learns representations of documents in an unsupervised manner for news article retrieval.
• Rotation Invariant Transformer for Recognizing Object in UAVs
  5 Nov 2023 3 repositories listed
  Existing methods are usually designed for city cameras, incapable of handing the rotation issue in UAV scenarios.
• OpenFashionCLIP: Vision-and-Language Contrastive Learning with Open-Source Fashion Data
  11 Sep 2023 3 repositories listed
  The inexorable growth of online shopping and e-commerce demands scalable and robust machine learning-based solutions to accommodate customer requirements.
• Geometry-Complete Diffusion for 3D Molecule Generation and Optimization
  8 Feb 2023 3 repositories listed Syntology ran 3 of 10 samples · 7 unverified
  Importantly, we demonstrate that the geometry-complete denoising process of GCDM learned for 3D molecule generation enables the model to generate a significant proportion of valid and energetically-stable large…
• Specificity-preserving RGB-D Saliency Detection
  18 Aug 2021 3 repositories listed Syntology ran 8 of 14 samples · 6 unverified · 14 pointer-only (licence)
  To effectively fuse cross-modal features in the shared learning network, we propose a cross-enhanced integration module (CIM) and then propagate the fused feature to the next layer for integrating cross-level…
• Grounding Representation Similarity with Statistical Testing
  3 Aug 2021 3 repositories listed Syntology ran 5 of 15 samples · 10 unverified · 6 pointer-only (licence)
  To understand neural network behavior, recent works quantitatively compare different networks' learned representations using canonical correlation analysis (CCA), centered kernel alignment (CKA), and other dissimilarity…
• Use What You Have: Video Retrieval Using Representations From Collaborative Experts
  31 Jul 2019 3 repositories listed Syntology ran 0 of 5 samples · 5 unverified · 1 pointer-only (licence)
  The rapid growth of video on the internet has made searching for video content using natural language queries a significant challenge.
• OPIEC: An Open Information Extraction Corpus
  28 Apr 2019 3 repositories listed
  In this paper, we release, describe, and analyze an OIE corpus called OPIEC, which was extracted from the text of English Wikipedia.
• Deep Convolutional Neural Networks for Breast Cancer Histology Image Analysis
  2 Feb 2018 3 repositories listed Syntology ran 4 of 4 samples · 0 unverified · 3 pointer-only (licence)
  In this work, we develop the computational approach based on deep convolution neural networks for breast cancer histology image classification.
• How transferable are features in deep neural networks?
  6 Nov 2014 3 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  Such first-layer features appear not to be specific to a particular dataset or task, but general in that they are applicable to many datasets and tasks.
• Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting
  28 Jan 2025 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  We propose an energy amplification technique to address the issue that existing models easily overlook low-energy components in time series forecasting.
• FTA-FTL: A Fine-Tuned Aggregation Federated Transfer Learning Scheme for Lithology Microscopic Image Classification
  6 Jan 2025 2 repositories listed
  In the second phase, we formulated the classification task to a Federated Transfer Learning (FTL) scheme and proposed a Fine-Tuned Aggregation strategy for Federated Learning (FTA-FTL).
• A Knowledge-enhanced Pathology Vision-language Foundation Model for Cancer Diagnosis
  17 Dec 2024 2 repositories listed
  To derive more nuanced image and text representations, we propose a novel knowledge-enhanced vision-language pre-training approach that integrates disease knowledge into the alignment within hierarchical semantic groups…
• Towards Zero-shot Point Cloud Anomaly Detection: A Multi-View Projection Framework
  20 Sep 2024 2 repositories listed
  Following zero-shot image anomaly detection methods, pre-trained VLMs are utilized to detect anomalies on these depth images.
• Attack-Aware Noise Calibration for Differential Privacy
  2 Jul 2024 2 repositories listed Syntology ran 0 of 4 samples · 4 unverified
  For a given notion of attack risk, our approach significantly decreases noise scale, leading to increased utility at the same level of privacy.
• Leveraging Explicit Reasoning for Inference Integration in Commonsense-Augmented Dialogue Models
  13 Jun 2024 2 repositories listed
  Subsequent analyses of these findings unveil insights into the effectiveness of various types of commonsense in generating responses and the particular response traits enhanced through explicit reasoning for commonsense…
• TextGrad: Automatic "Differentiation" via Text
  11 Jun 2024 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  Without modifying the framework, TextGrad improves the zero-shot accuracy of GPT-4o in Google-Proof Question Answering from 51% to 55%, yields 20% relative performance gain in optimizing LeetCode-Hard coding problem…
• ImageInWords: Unlocking Hyper-Detailed Image Descriptions
  5 May 2024 2 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  Our generated descriptions result in the highest fidelity images, and boost compositional reasoning by up to 6% on ARO, SVO-Probes, and Winoground datasets.
• Cooperate or Collapse: Emergence of Sustainable Cooperation in a Society of LLM Agents
  25 Apr 2024 2 repositories listed Syntology ran 7 of 7 samples · 0 unverified
  This environment enables the study of how ethical considerations, strategic planning, and negotiation skills impact cooperative outcomes.

Syntology lines on 17 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.