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[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nUsing class labels to represent class similarity is a typical approach to training deep hashing systems for retrieval...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "rJgqFi5rOV", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Multi-hop Question Answering via Reasoning Chains\n\nPaper content:\nMulti-hop question answering requires models to gather information f...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "ByxDJyHYPS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Unsupervised Learning of Goal Spaces for Intrinsically Motivated Goal Exploration\n\nPaper content:\nIntrinsically motivated goal explora...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "S1DWPP1A-", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Fast Node Embeddings: Learning Ego-Centric Representations\n\nPaper content:\nRepresentation learning is one of the foundations of Deep L...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "SJyfrl-0b", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Kernel RNN Learning (KeRNL)\n\nPaper content:\nWe describe Kernel RNN Learning (KeRNL), a reduced-rank, temporal eligibility trace-based ...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "ryGfnoC5KQ", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nMulti-hop question answering requires models to gather information from different parts of a text to answer a questio...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "ByxDJyHYPS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe consider two questions at the heart of machine learning; how can we predict if a minimum will generalize to the te...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BJij4yg0Z", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nAutoregressive recurrent neural decoders that generate sequences of tokens one-by-one and left-to-right are the workh...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "B1ejpNkhim", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Provable Convergence and Global Optimality of Generative Adversarial Network\n\nPaper content:\nGenerative adversarial networks (GANs) t...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "H1lnZlHYDS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Quantifying Exposure Bias for Neural Language Generation\n\nPaper content:\nThe exposure bias problem refers to the training-inference di...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "rJg2fTNtwr", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe describe two end-to-end autoencoding models for semi-supervised graph-based dependency parsing.\nThe first model i...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "B1lsFlrKDr", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware\n\nPaper content:\nWith the proliferation of speciali...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "H1lBj2VFPS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWhen translating natural language questions into SQL queries to answer questions from a database, contemporary semant...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "H1egcgHtvB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Statistically Consistent Saliency Estimation\n\nPaper content:\nThe use of deep learning for a wide range of data problems has increased ...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BJlrZyrKDB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Learning Adversarial Grammars for Future Prediction\n\nPaper content:\nIn this paper, we propose a differentiable adversarial grammar mod...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "Syl5mRNtvr", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: A comprehensive analysis on attention models\n\nPaper content:\nSequence-to-sequence attention-based models are a promising approach for ...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "S1gp9v_jsm", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: System Demo for Transfer Learning from Vision to Language using Domain Specific CNN Accelerator for On-Device NLP Applications\n\nPaper c...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "r1xfHqSon4", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nClassical models describe primary visual cortex (V1) as a filter bank of orientation-selective linear-nonlinear (LN) ...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "H1fU8iAqKX", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Chopout: A Simple Way to Train Variable Sized Neural Networks at Once\n\nPaper content:\nLarge deep neural networks require huge memory t...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "SJzQ0OZQom", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Forward Modeling for Partial Observation Strategy Games - A StarCraft Defogger\n\nPaper content:\nThis paper we present a defogger, a mod...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "B1nxTzbRZ", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Garbage in, model out: Weight theft with just noise\n\nPaper content:\nThis paper explores the scenarios under which\nan attacker can cla...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "H1le3y356N", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: SHREWD: Semantic Hierarchy Based Relational Embeddings For Weakly-Supervised Deep Hashing\n\nPaper content:\nUsing class labels to repres...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "rJgqFi5rOV", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: UNSUPERVISED MONOCULAR DEPTH ESTIMATION WITH CLEAR BOUNDARIES\n\nPaper content:\nUnsupervised monocular depth estimation has made great p...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "H1fs4oRqKm", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Deep Layers as Stochastic Solvers\n\nPaper content:\nWe provide a novel perspective on the forward pass through a block of layers in a de...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "ryxxCiRqYX", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Integrative Tensor-based Anomaly Detection System For Satellites\n\nPaper content:\nDetecting anomalies is of growing importance for vari...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "HJeg46EKPr", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: A Functional Extension of Multi-Output Learning\n\nPaper content:\nWhen considering simultaneously a finite number of tasks, multi-output...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "H1gIN5Bs3E", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Improving Sequential Latent Variable Models with Autoregressive Flows\n\nPaper content:\nWe propose an approach for sequence modeling bas...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "HklvmlrKPB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe address the following question: How redundant is the parameterisation of ReLU networks?\nSpecifically, we consider...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "Bylx-TNKvH", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nA generally intelligent learner should generalize to more complex tasks than it has previously encountered, but the t...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "B1ffQnRcKX", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Variational inference of latent hierarchical dynamical systems in neuroscience: an application to calcium imaging data\n\nPaper content:\...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "Ske066VFwS", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nApproaches to continual learning aim to successfully learn a set of related tasks that arrive in an online manner.\nR...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "Hklso24Kwr", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe propose a new sample-efficient methodology, called Supervised Policy Update (SPU), for deep reinforcement learning...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "SJxTroR9F7", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Significance of feedforward architectural differences between the ventral visual stream and DenseNet\n\nPaper content:\nThere are many di...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "SkegNmFUIS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nGenerating formal-language represented by relational tuples, such as Lisp programs or mathematical expressions, from ...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BylPSkHKvB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nData augmentation is one of the most effective approaches for improving the accuracy of modern machine learning model...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "Hkx9UaNKDH", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Supervised Community Detection with Line Graph Neural Networks\n\nPaper content:\nCommunity detection in graphs can be solved via spectra...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "H1g0Z3A9Fm", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nGenerative neural networks map a standard, possibly distribution to a complex high-dimensional distribution, which re...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "ryekdoCqF7", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nMultilingual Neural Machine Translation (NMT) systems are capable of translating between multiple source and target l...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "ByWMz305FQ", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: A NEW POINTWISE CONVOLUTION IN DEEP NEURAL NETWORKS THROUGH EXTREMELY FAST AND NON PARAMETRIC TRANSFORMS\n\nPaper content:\nSome conventi...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "H1l0O6EYDH", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nIn this work, we first conduct mathematical analysis on the memory, which is\ndefined as a function that maps an elem...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "r1AMITFaW", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nKnowledge bases (KB) are often represented as a collection of facts in the form (HEAD, PREDICATE, TAIL), where HEAD a...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BJlh0x9ppQ", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Emergence of Linguistic Communication from Referential Games with Symbolic and Pixel Input\n\nPaper content:\nThe ability of algorithms ...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "HJGv1Z-AW", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nLearned representations of source code enable various software developer tools, e.g., to detect bugs or to predict pr...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "SklibJBFDB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Tangent-Normal Adversarial Regularization for Semi-supervised Learning\n\nPaper content:\nThe ever-increasing size of modern datasets com...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BJxz5jRcFm", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: The Adaptive Stress Testing Formulation\n\nPaper content:\nValidation is a key challenge in the search for safe autonomy.\nSimulations ar...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "rJgoNK-oaE", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Encoder-decoder Network as Loss Function for Summarization\n\nPaper content:\nWe present a new approach to defining a sequence loss funct...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "SylkzaEYPS", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Generative model based on minimizing exact empirical Wasserstein distance\n\nPaper content:\nGenerative Adversarial Networks (GANs) are a...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BJgTZ3C5FX", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Semi-Supervised Named Entity Recognition with CRF-VAEs\n\nPaper content:\nWe investigate methods for semi-supervised learning (SSL) of a ...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BkxnKkrtvS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Variational Hetero-Encoder Randomized GANs for Joint Image-Text Modeling\n\nPaper content:\nFor bidirectional joint image-text modeling, ...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "H1x5wRVtvS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Newton Residual Learning\n\nPaper content:\nA plethora of computer vision tasks, such as optical flow and image alignment, can be formula...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BkxaXeHYDB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe propose a model that is able to perform physical parameter estimation of systems from video, where the differentia...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BJeKwTNFvB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nGenerative adversarial networks (GANs) train implicit generative models through solving minimax problems.\nSuch minim...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "H1lnZlHYDS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe introduce ES-MAML, a new framework for solving the model agnostic meta learning (MAML) problem based on Evolution ...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "S1exA2NtDB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nRecent work has shown that contextualized word representations derived from neural machine translation (NMT) are a vi...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "B1x0E2C5tQ", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: TPO: TREE SEARCH POLICY OPTIMIZATION FOR CONTINUOUS ACTION SPACES\n\nPaper content:\nMonte Carlo Tree Search (MCTS) has achieved impressi...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "HJew70NYvH", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nThis paper concerns dictionary learning, i.e., sparse coding, a fundamental representation learning problem.\nWe show...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "HklSf3CqKm", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Variance Reduction With Sparse Gradients\n\nPaper content:\nVariance reduction methods which use a mixture of large and small batch gradi...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "Syx1DkSYwB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: DARE: Data Augmented Relation Extraction with GPT-2\n\nPaper content:\nReal-world Relation Extraction (RE) tasks are challenging to deal ...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "rJedNwij2r", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Sample Efficient Imitation Learning for Continuous Control\n\nPaper content:\nThe goal of imitation learning (IL) is to enable a learner ...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BkN5UoAqF7", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Communication Algorithms via Deep Learning\n\nPaper content:\nCoding theory is a central discipline underpinning wireline and wireless mo...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "ryazCMbR-", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Bias-Resilient Neural Network\n\nPaper content:\nPresence of bias and confounding effects is inarguably one of the most critical challeng...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "Bke8764twr", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Optimal Transport for Distribution Adaptation in Bayesian Hilbert Maps\n\nPaper content:\nParameters are one of the most critical compone...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BJgnty2NYr", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe introduce a novel end-to-end approach for learning to cluster in the absence of labeled examples.\nOur clustering ...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BklLVAEKvH", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Learning Adversarial Grammars for Future Prediction\n\nPaper content:\nIn this paper, we propose a differentiable adversarial grammar mod...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "Syl5mRNtvr", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: CWAE-IRL: Formulating a supervised approach to Inverse Reinforcement Learning problem\n\nPaper content:\nInverse reinforcement learning (...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "rJlCXlBtwH", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nThe robustness of neural networks to adversarial examples has received great attention due to security implications.\...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BkUHlMZ0b", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Benchmarking the Neural Linear Model for Regression\n\nPaper content:\nThe neural linear model is a simple adaptive Bayesian linear regre...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "S1xmc12EKS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nAdversarial examples are a pervasive phenomenon of machine learning models where seemingly imperceptible perturbation...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "HJeb9xSYwB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nEstimating the location where an image was taken based solely on the contents of the image is a challenging task, eve...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "rk1J969Xz", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Invariant Feature Learning by Attribute Perception Matching\n\nPaper content:\nAn adversarial feature learning (AFL) is a powerful framew...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "r1ew74mluN", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: The divergences minimized by non-saturating GANs\n\nPaper content:\nInterpreting generative adversarial network (GAN) training as approxi...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "HJxb8-o6s7", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: A Data-Driven and Distributed Approach to Sparse Signal Representation and Recovery\n\nPaper content:\nIn this paper, we focus on two cha...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "B1xVTjCqKQ", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Jiffy: A Convolutional Approach to Learning Time Series Similarity\n\nPaper content:\nComputing distances between examples is at the core...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "ryacTMZRZ", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Beyond Lexical: A Semantic Retrieval Framework for Textual Search Engine\n\nPaper content:\nSearch engine has become a fundamental compon...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "H1xvMrHqAE", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe describe a simple and general neural network weight compression approach, in which the network parameters (weights...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "HkgxW0EYDS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Model-based Saliency for the Detection of Adversarial Examples\n\nPaper content:\nAdversarial perturbations cause a shift in the salient ...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "HJe5_6VKwS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nHuman scene perception goes beyond recognizing a collection of objects and their pairwise relations.\nWe understand h...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "SyNPk2R9K7", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: On the Inductive Bias of Word-Character-Level Multi-Task Learning for Speech Recognition\n\nPaper content:\nEnd-to-end automatic speech r...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "B1GySqOojm", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks\n\nPaper content:\nCompression is a key step to ...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "SJe9rh0cFX", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: A novel method to determine the number of latent dimensions with SVD\n\nPaper content:\nDetermining the number of latent dimensions is a ...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "SkwAEQbAb", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nA plethora of computer vision tasks, such as optical flow and image alignment, can be formulated as non-linear optimi...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BkxaXeHYDB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nIn order to alleviate the notorious mode collapse phenomenon in generative adversarial networks (GANs), we propose a ...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "HyxsR24tvS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Spectral Analysis of Kernel and Neural Embeddings: Optimization and Generalization\n\nPaper content:\nWe extend the recent results of (A...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "rkgcikhcT4", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nIn the Information Bottleneck (IB), when tuning the relative strength between compression and prediction terms, how d...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "HJloElBYvB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe propose the Wasserstein Auto-Encoder (WAE)---a new algorithm for building a generative model of the data distribut...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "HkL7n1-0b", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Neural TTS Stylization with Adversarial and Collaborative Games\n\nPaper content:\nThe modeling of style when synthesizing natural human ...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "ByzcS3AcYX", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nIn this paper, we consider the problem of detecting object under occlusion.\nMost object detectors formulate bounding...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "H1lpE0VFPS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nRecent progress in hardware and methodology for training neural networks has ushered in a new generation of large net...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "rJg6Zh5Xer", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: CAQL: Continuous Action Q-Learning\n\nPaper content:\nReinforcement learning (RL) with value-based methods (e.g., Q-learning) has shown s...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "BkxXe0Etwr", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Towards Provable Control for Unknown Linear Dynamical Systems\n\nPaper content:\nWe study the control of symmetric linear dynamical syste...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "BygpQlbA-", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Deep Neural Networks as Gaussian Processes\n\nPaper content:\nIt has long been known that a single-layer fully-connected neural network w...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "B1EA-M-0Z", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nWe show implicit filter level sparsity manifests in convolutional neural networks (CNNs) which employ Batch Normaliza...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "rylVvNS3hE", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Optimistic mirror descent in saddle-point problems: Going the extra (gradient) mile\n\nPaper content:\nOwing to their connection with gen...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "Bkg8jjC9KQ", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nSemantic structure extraction for spreadsheets includes detecting table regions, recognizing structural components an...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "r1x3GTq5IB", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: \n\nPaper content:\nThere is mounting evidence that pretraining can be valuable for neural network language understanding models, but we ...
{ "dataset": "scitldr", "split": "train", "source_variant": "FullText", "paper_id": "BJeYYeaVJ7", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Minigo: A Case Study in Reproducing Reinforcement Learning Research\n\nPaper content:\nThe reproducibility of reinforcement-learning rese...
{ "dataset": "scitldr", "split": "train", "source_variant": "AIC", "paper_id": "H1eerhIpLV", "target_index": 0, "num_targets": 1, "ic": true }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Domain Adaptive Multibranch Networks\n\nPaper content:\nWe tackle unsupervised domain adaptation by accounting for the fact that differen...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "rJxycxHKDS", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Optimistic Exploration even with a Pessimistic Initialisation\n\nPaper content:\nOptimistic initialisation is an effective strategy for e...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "r1xGP6VYwH", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Spontaneous Symmetry Breaking in Deep Neural Networks\n\nPaper content:\nWe propose a framework to understand the unprecedented performan...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "SkiCjzNTZ", "target_index": 0, "num_targets": 1, "ic": false }
[ { "role": "user", "content": [ { "type": "text", "text": "Write a concise one-sentence TLDR summary of the scientific paper content below.\n\nTitle: Sparse and Structured Visual Attention\n\nPaper content:\nVisual attention mechanisms have been widely used in image captioning models.\n...
{ "dataset": "scitldr", "split": "train", "source_variant": "A", "paper_id": "r1e8WTEYPB", "target_index": 0, "num_targets": 1, "ic": false }