Methods › Natural Language Processing › Transformers › CTRL
CTRL
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
CTRL is conditional transformer language model, trained to condition on control codes that govern style, content, and task-specific behavior. Control codes were derived from structure that naturally co-occurs with raw text, preserving the advantages of unsupervised learning while providing more explicit control over text generation. These codes also allow CTRL to predict which parts of the training data are most likely given a sequence
Papers archive 2025-07-28
28 shown of 28, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function Approximation 20 May 2025 · 1 repository · arXiv:2505.14821
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Tractable Representations for Convergent Approximation of Distributional HJB Equations 7 Mar 2025 · 0 repositories · arXiv:2503.05563
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Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions 8 Jan 2025 · 0 repositories · arXiv:2501.04437
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A Combined Encoder and Transformer Approach for Coherent and High-Quality Text Generation 19 Nov 2024 · 0 repositories · arXiv:2411.12157
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Causal Temporal Representation Learning with Nonstationary Sparse Transition 5 Sep 2024 · 1 repository · arXiv:2409.03142Syntology ran 7 of 9 samples · 2 unverified · 9 pointer-only (licence)
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Machine learning models for daily rainfall forecasting in Northern Tropical Africa using tropical wave predictors 29 Aug 2024 · 1 repository · arXiv:2408.16349
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CTRL: Continuous-Time Representation Learning on Temporal Heterogeneous Information Network 11 May 2024 · 0 repositories · arXiv:2405.08013
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Towards Adversarial Robustness And Backdoor Mitigation in SSL 23 Mar 2024 · 1 repository · arXiv:2403.15918
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Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching 7 Feb 2024 · 1 repository · arXiv:2402.04924Syntology ran 3 of 3 samples · 0 unverified
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CTRL: Connect Collaborative and Language Model for CTR Prediction 5 Jun 2023 · 0 repositories · arXiv:2306.02841
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SweCTRL-Mini: a data-transparent Transformer-based large language model for controllable text generation in Swedish 27 Apr 2023 · 1 repository · arXiv:2304.13994
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Once Detected, Never Lost: Surpassing Human Performance in Offline LiDAR based 3D Object Detection 24 Apr 2023 · 2 repositories · arXiv:2304.12315Syntology ran 3 of 5 samples · 2 unverified
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Elastic Weight Removal for Faithful and Abstractive Dialogue Generation 30 Mar 2023 · 1 repository · arXiv:2303.17574
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Mixing Backward- with Forward-Chaining for Metacognitive Skill Acquisition and Transfer 18 Mar 2023 · 0 repositories · arXiv:2303.12223
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Alternative formulations for gilthead seabream diets: towards a more sustainable production 3 Nov 2022 · 0 repositories · arXiv:2211.02430
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Controllable Factuality in Document-Grounded Dialog Systems Using a Noisy Channel Model 31 Oct 2022 · 1 repository · arXiv:2210.17418
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Unsupervised Learning of Structured Representations via Closed-Loop Transcription 30 Oct 2022 · 1 repository · arXiv:2210.16782
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An Embarrassingly Simple Backdoor Attack on Self-supervised Learning 13 Oct 2022 · 4 repositories · arXiv:2210.07346Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
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Continual Learning, Fast and Slow 6 Sep 2022 · 1 repository · arXiv:2209.02370
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CTRL: Clustering Training Losses for Label Error Detection 17 Aug 2022 · 1 repository · arXiv:2208.08464
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Pursuit of a Discriminative Representation for Multiple Subspaces via Sequential Games 18 Jun 2022 · 1 repository · arXiv:2206.09120Syntology ran 0 of 1 samples · 1 unverified
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Efficient and Training-Free Control of Language Generation 12 May 2022 · 0 repositories · arXiv:2205.06036
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A Comparative Study of Transformers on Word Sense Disambiguation 30 Nov 2021 · 0 repositories · arXiv:2111.15417
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TURINGBENCH: A Benchmark Environment for Turing Test in the Age of Neural Text Generation 27 Sep 2021 · 3 repositories · arXiv:2109.13296Syntology ran 0 of 7 samples · 7 unverified
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Cross-Trajectory Representation Learning for Zero-Shot Generalization in RL 4 Jun 2021 · 1 repository · arXiv:2106.02193Syntology ran 7 of 11 samples · 4 unverified · 11 pointer-only (licence)
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Learning to Relate Depth and Semantics for Unsupervised Domain Adaptation 17 May 2021 · 1 repository · arXiv:2105.07830Syntology ran 3 of 4 samples · 1 unverified · 4 pointer-only (licence)
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CTLR@WiC-TSV: Target Sense Verification using Marked Inputs andPre-trained Models 30 Apr 2021 · 0 repositories
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CTRL: A Conditional Transformer Language Model for Controllable Generation 11 Sep 2019 · 8 repositories · arXiv:1909.05858Syntology ran 13 of 14 samples · 1 unverified
Tasks archive 2025-07-28
20 shown of 58 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections