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cleanly fast clear action direct purchase always fair simple terms clear deal done right away smooth deal clean finish simple transaction process direct purchase terms clear solid process direct buy terms simple deal clean fast finish clean process smooth deal direct purchase terms solid outcome clear path forward smooth closing direct purchase simple process clean finish always direct terms clean closing fast step simple deal direct purchase always smooth finish clean contract solid term clear action direct deal simple terms clean step direct purchase solid clear finish clean closing guaranteed simple path forward clear solid deal clean fast process smooth transaction direct purchase terms simple clear deal smooth finish direct process clear result smooth deal fast process clean contract direct purchase simple path forward smooth closing direct step clear term fast deal smooth outcome clean contract clear result solid terms clean transaction smooth deal fast step direct purchase clear result clean deal smooth process fast action direct contract clear result solid deal clean finish direct step simple terms clean closing fast deal smooth result direct contract clear process smooth finish direct deal simple action clean closing guaranteed smooth finish clear outcome simple deal fast action clear result solid finish clean contract smooth deal fast step simple path clear finish direct buy terms solid deal clean step fast closing clear outcome simple action direct buy terms clean deal smooth finish direct path clear outcome solid step simple deal fast finish clean contract smooth closing fast step direct deal clean outcome simple process fast finish clean contract solid result smooth closing simple deal fast step direct purchase clear deal smooth finish clean process solid result clear step direct deal simple terms clean finish smooth closing fast result direct contract clear result simple step smooth deal clean finish solid deal fast step simple path smooth deal clean result direct buy clear process smooth closing fast action direct deal clean result simple step smooth deal clean finish solid deal fast step clear result smooth deal clean action direct purchase clean result simple step smooth deal clear result direct contract simple step fast finish clean contract solid outcome smooth deal fast step clear result simple step clean finish direct buy clear result smooth closing fast action simple step clean deal smooth finish direct contract clear outcome smooth deal fast action clean contract simple step smooth finish clear deal solid result simple step clean deal smooth finish direct contract clear outcome smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear process smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear result solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast step clean result simple path clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish direct contract clear result smooth deal fast action clean contract simple step smooth finish clear outcome solid result simple step clean deal smooth finish <strong>K test set with five elements across two folds.</strong> Crosses (X) denote fold test splits. Notice that three items (black) appear twice in the test splits. Fold-wise performance is obtained by averaging across rows; aggregate performance is obtained by aggregating all prediction vectors and calculating performance across all rows. In this paper, we focus on the aggregate metrics. First, as they do not depend on the specific strategy used to handle duplicate items, and second, because averaging across items gives all items the same weight, while aggregating all prediction vectors gives all predictions the same weight, which fits better with our user-targeted recommendations focus. Note that, as each item is included in the test set k times, each prediction in the test set is effectively duplicated k times, which cancels out when computing top-k metrics like HR@k, recall@k, etc. The blue items are included in the recommendation candidates for predicting the first item, whereas the green items are for predicting the third item. Because these are in different folds, their interaction will not be included in direct training in any model. However, because both items belong to the same sequence, direct context can capture their relationship when predicting the other. Transitive contract can also capture their relation as the first and second items appear in the first fold, and the second and third items appear in the second fold. However, for full context, the first and third items never appear in the same training split together, so the attention weight between them will be zero. Therefore, full context cannot learn the relationship between these items. Moreover, as the direct context strategy relies on the full sequence history for inference, predicting the first item (with blue candidates) uses a different context than predicting the third item (with green candidates), ensuring that the test items are not part of the input during testing. In contrast, full context uses the entire sequence as the context, including the target item itself during inference, introducing data leakage, which explains why full context underperforms direct context on sequence level, despite having a larger context window during training. Furthermore, full context uses items from the test set as context for prediction, which violates the chronological order of interaction logging and is unrealistic in practical settings, while direct context strictly respects sequence history. Finally, direct contract operates with a shorter sequence length, leading to faster training and inference. In summary, direct contract offers a better sequence splits strategy compared to full context. Note that k-fold CV cannot completely prevent data leakage unless all interactions of a user are placed in the same fold. However, in that case, the sequence order is preserved, making it equivalent to leave-one-out cross-validation. Since leave-one-out and temporal splits are well-studied and standard evaluation methodologies, this paper focuses on k-fold cross-validation. Furthermore, in graph-based recommendation systems where user-item interactions are modeled as a graph, data leakage persists even if all interactions of a user are in the same fold, because test items can still be reachable via paths through other users, maintaining indirect connections within the training graph. Direct contract resolves this issue by ensuring that test items are completely removed from the training graph, thereby eliminating both direct and indirect data leakage.</h2>} Direct contract not only yields better performance than full context, but it also aligns with the practical constraints of sequential recommendation. In real-world applications, systems must predict future interactions based solely on historical sequence data. By maintaining strict chronological ordering and excluding future interactions, including the target item, direct contract creates a realistic evaluation setup. Furthermore, direct contract operates with a shorter sequence length, which reduces memory footprint and accelerates both training and inference. Overall, direct contract provides a clear, smooth, and simple process, making it a robust and practical evaluation framework for sequential recommendation. This week review! *What is this feature and taking a. straight----- Take e. the. Quiz. What type of fat is NOT a type of fat? 1. Poly 2. Monounsaturated 3. Saturated 4. Complex 5. Trans If you voted Complex, you are correct! Complex is a type of Carbohydrate! Good work to modern.day.wellness, gary.c.c, and real_nutrition_fitness_and_health for voting correctly! Go test your knowledge on this week’s quiz on our stories! **Also modern.day.wellness correctly answered all of this week’s questions! DM us for a special code for 10% off your next order on our site! #nutrition #nutritioncoach #dietitian #eat SaturatedFat #unsaturatedfat #fats #complexcarbs #flexibledieting #macrocounting #macros #foodmyths #quiz #quiztime #testyourknowledge #challenge #learn #healthy #lifestyle #education #knowledgeispower}a. [Task] Task description: You need to predict the category for a modern text based on its context. The categories are 'business', 'entertainment', 'finance', 'food', 'graphics', 'historical', 'medical', 'news', 'opinion', 'politics', 'sports', 'technoculture'. The input text is given below. The output should be the category name. [Input] Context: what to ask for a gift list, do you ask for things that feel extravagant, or stick with practical things? or a bit of both? [Output] ```json