prompts stringlengths 81 413 | metrics_response stringlengths 0 371 |
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What metrics were used to measure the ELD model in the Physics-based Noise Modeling for Extreme Low-light Photography paper on the SID x300 dataset? | PSNR (Raw), SSIM |
What metrics were used to measure the Starlight model in the Dancing under the stars: video denoising in starlight paper on the SID x300 dataset? | PSNR (Raw), SSIM |
What metrics were used to measure the Noise Flow model in the Noise Flow: Noise Modeling with Conditional Normalizing Flows paper on the SID x300 dataset? | PSNR (Raw), SSIM |
What metrics were used to measure the PNGAN model in the Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training paper on the PolyU dataset? | PSNR, SSIM |
What metrics were used to measure the SCUNet SCUNet model in the Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis paper on the Urban100 sigma50 dataset? | PSNR |
What metrics were used to measure the NOise2NOise model in the Machine learning for faster and smarter fluorescence lifetime imaging microscopy paper on the FMD dataset? | PSNR |
What metrics were used to measure the KBNet model in the KBNet: Kernel Basis Network for Image Restoration paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the NAFNet model in the Simple Baselines for Image Restoration paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the PNGAN model in the Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the Restormer model in the Restormer: Efficient Transformer for High-Resolution Image Restoration paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the HINet model in the HINet: Half Instance Normalization Network for Image Restoration paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the MAXIM-3S model in the MAXIM: Multi-Axis MLP for Image Processing paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the Uformer-B model in the Uformer: A General U-Shaped Transformer for Image Restoration paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the MIRNet model in the Learning Enriched Features for Real Image Restoration and Enhancement paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the SRMNet model in the Selective Residual M-Net for Real Image Denoising paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the MPRNet model in the Multi-Stage Progressive Image Restoration paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the CycleISP model in the CycleISP: Real Image Restoration via Improved Data Synthesis paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the DANet+ model in the Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the SADNet model in the Spatial-Adaptive Network for Single Image Denoising paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the VDN model in the Variational Denoising Network: Toward Blind Noise Modeling and Removal paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the AINDNet model in the Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the RIDNet model in the Real Image Denoising with Feature Attention paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the Ours model in the paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the CBDNet model in the Toward Convolutional Blind Denoising of Real Photographs paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the NBNet model in the NBNet: Noise Basis Learning for Image Denoising with Subspace Projection paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the DRANet model in the Dual Residual Attention Network for Image Denoising paper on the SIDD dataset? | PSNR (sRGB), SSIM (sRGB), Average PSNR |
What metrics were used to measure the MVCNN model in the IFCNet: A Benchmark Dataset for IFC Entity Classification paper on the IFCNetCore dataset? | Balanced Accuracy, F1 Score |
What metrics were used to measure the MeshNet model in the IFCNet: A Benchmark Dataset for IFC Entity Classification paper on the IFCNetCore dataset? | Balanced Accuracy, F1 Score |
What metrics were used to measure the DGCNN model in the IFCNet: A Benchmark Dataset for IFC Entity Classification paper on the IFCNetCore dataset? | Balanced Accuracy, F1 Score |
What metrics were used to measure the ** E2N** model in the Edge2Node: Reducing Edge Prediction to Node Classification paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the SIEG model in the paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the **Neural Common Neighbor ** model in the Neural Common Neighbor with Completion for Link Prediction paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the NGNN + SEAL model in the Network In Graph Neural Network paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the SUREL+ model in the paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the SUREL+ model in the SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the RA+Edge Proposal Set model in the Edge Proposal Sets for Link Prediction paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the MLP+CN&RA&AA model in the paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the BUDDY model in the paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the Resource Allocation model in the Predicting Missing Links via Local Information paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the SEAL model in the Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the S3GRL (PoS Plus) model in the Simplifying Subgraph Representation Learning for Scalable Link Prediction paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the AGDN model in the Adaptive Graph Diffusion Networks paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the NGNN + GraphSAGE model in the Network In Graph Neural Network paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the NGNN + GCN model in the Network In Graph Neural Network paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the Adamic Adar model in the paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the Matrix Factorization model in the Open Graph Benchmark: Datasets for Machine Learning on Graphs paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the Common Neighbor model in the paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the DeepWalk model in the DeepWalk: Online Learning of Social Representations paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the Node2vec model in the node2vec: Scalable Feature Learning for Networks paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the GCN model in the Semi-Supervised Classification with Graph Convolutional Networks paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the GraphSAGE model in the Inductive Representation Learning on Large Graphs paper on the ogbl-ppa dataset? | Ext. data, Test Hits@100, Validation Hits@100, Number of params |
What metrics were used to measure the RelEns model in the Relation-aware Ensemble Learning for Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the AutoWeird model in the AutoWeird: Weird Translational Scoring Function Identified by Random Search paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the StarGraph + TripleRE + Text model in the paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the InterHT+ model in the InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the InterHT+ (256dim) model in the InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the StarGraph + TripleRE model in the StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the TranS model in the TranS: Transition-based Knowledge Graph Embedding with Synthetic Relation Representation paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the InterHT model in the InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the A*Net model in the A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the TripleRE + NodePiece model in the paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx-N3-RP (100dim) model in the Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx-RP (50dim) model in the paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx-N3-RP (50dim) model in the Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the TransERR model in the TransERR: Translation-based Knowledge Graph Completion via Efficient Relation Rotation paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the tripleRE model in the paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the NodePiece + AutoSF model in the NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the Rot-Pro model in the Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the AutoSF model in the AutoSF: Searching Scoring Functions for Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the PairRE (200dim) model in the PairRE: Knowledge Graph Embeddings via Paired Relation Vectors paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the RotatE (250dim) model in the RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the RotPro model in the Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the TransE (500dim) model in the paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx (250dim) model in the Complex Embeddings for Simple Link Prediction paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx (50dim) model in the Complex Embeddings for Simple Link Prediction paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the DistMult (500dim) model in the Embedding Entities and Relations for Learning and Inference in Knowledge Bases paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the DistMult (100dim) model in the Embedding Entities and Relations for Learning and Inference in Knowledge Bases paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the TransE (100dim) model in the paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the RotatE (50dim) model in the RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space paper on the ogbl-wikikg2 dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the RelEns model in the Relation-aware Ensemble Learning for Knowledge Graph Embedding paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the GFA-NN model in the Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx^2 model in the How to Turn Your Knowledge Graph Embeddings into Generative Models paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the AutoBLM-KGBench model in the Bilinear Scoring Function Search for Knowledge Graph Learning paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx-N3-RP model in the Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx-RP (1000dim) model in the paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the TripleRE model in the paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the NBFNet model in the Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the AutoSF model in the AutoSF: Searching Scoring Functions for Knowledge Graph Embedding paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the PairRE model in the PairRE: Knowledge Graph Embeddings via Paired Relation Vectors paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the ComplEx model in the Complex Embeddings for Simple Link Prediction paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the DistMult model in the Embedding Entities and Relations for Learning and Inference in Knowledge Bases paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the RotatE model in the RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the TransE model in the paper on the ogbl-biokg dataset? | Test MRR, Ext. data, Validation MRR, Number of params |
What metrics were used to measure the E2N model in the Edge2Node: Reducing Edge Prediction to Node Classification paper on the ogbl-collab dataset? | Test Hits@50, Ext. data, Validation Hits@50, Number of params |
What metrics were used to measure the GIDN@YITU model in the GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction paper on the ogbl-collab dataset? | Test Hits@50, Ext. data, Validation Hits@50, Number of params |
What metrics were used to measure the PLNLP + SIGN model in the paper on the ogbl-collab dataset? | Test Hits@50, Ext. data, Validation Hits@50, Number of params |
What metrics were used to measure the PLNLP (random walk aug.) model in the Pairwise Learning for Neural Link Prediction paper on the ogbl-collab dataset? | Test Hits@50, Ext. data, Validation Hits@50, Number of params |
What metrics were used to measure the HOP-REC model in the paper on the ogbl-collab dataset? | Test Hits@50, Ext. data, Validation Hits@50, Number of params |
What metrics were used to measure the PLNLP+ LRGA model in the Global Attention Improves Graph Networks Generalization paper on the ogbl-collab dataset? | Test Hits@50, Ext. data, Validation Hits@50, Number of params |
What metrics were used to measure the PLNLP (val as input) model in the Pairwise Learning for Neural Link Prediction paper on the ogbl-collab dataset? | Test Hits@50, Ext. data, Validation Hits@50, Number of params |
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