Methods › Natural Language Processing › Autoregressive Transformers › GPT-2 › Papers where code ran, page 1
GPT-2
Papers archive 2025-07-28
archive papers tagged: 768 · with a code link: 339 · where Syntology ran a sample: 125 (99 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (125 of 768 tagged: 99 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument)
Syntology We ran code from the paper's repository; we did not isolate this method inside it.
Page 1 of 2: papers 1 to 100 of the 125 tagged papers where Syntology ran at least one harvested sample (99 with a run with no instrument failure, 26 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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AdamS: Momentum Itself Can Be A Normalizer for LLM Pretraining and Post-training 22 May 2025 · 1 repository · arXiv:2505.16363Syntology official: no sample here; runs from other or unrecorded repositories · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Breaking Bad Tokens: Detoxification of LLMs Using Sparse Autoencoders 20 May 2025 · 0 repositories · arXiv:2505.14536Syntology 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation 29 Apr 2025 · 1 repository · arXiv:2504.20500Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary 12 Mar 2025 · 1 repository · arXiv:2503.09402Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples) · 10 pointer-only (licence)
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Implicit Reasoning in Transformers is Reasoning through Shortcuts 10 Mar 2025 · 1 repository · arXiv:2503.07604Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 1 pointer-only (licence)
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SeisMoLLM: Advancing Seismic Monitoring via Cross-modal Transfer with Pre-trained Large Language Model 27 Feb 2025 · 1 repository · arXiv:2502.19960Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples)
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BP-GPT: Auditory Neural Decoding Using fMRI-prompted LLM 21 Feb 2025 · 1 repository · arXiv:2502.15172Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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AdaSplash: Adaptive Sparse Flash Attention 17 Feb 2025 · 1 repository · arXiv:2502.12082Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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BatchTopK Sparse Autoencoders 9 Dec 2024 · 2 repositories · arXiv:2412.06410Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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Streamlining Prediction in Bayesian Deep Learning 27 Nov 2024 · 1 repository · arXiv:2411.18425Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples)
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MARS: Unleashing the Power of Variance Reduction for Training Large Models 15 Nov 2024 · 2 repositories · arXiv:2411.10438Syntology official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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Towards Interpreting Language Models: A Case Study in Multi-Hop Reasoning 6 Nov 2024 · 1 repository · arXiv:2411.05037Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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Enhancing Neural Network Interpretability with Feature-Aligned Sparse Autoencoders 2 Nov 2024 · 1 repository · arXiv:2411.01220Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Scaling up Masked Diffusion Models on Text 24 Oct 2024 · 1 repository · arXiv:2410.18514Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Adam Exploits ℓ_∞-geometry of Loss Landscape via Coordinate-wise Adaptivity 10 Oct 2024 · 1 repository · arXiv:2410.08198Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 10 harvested samples)
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Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning 8 Oct 2024 · 1 repository · arXiv:2410.06101Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 11 harvested samples) · 1 pointer-only (licence)
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Evaluating Open-Source Sparse Autoencoders on Disentangling Factual Knowledge in GPT-2 Small 5 Sep 2024 · 1 repository · arXiv:2409.04478Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Is Child-Directed Speech Effective Training Data for Language Models? 7 Aug 2024 · 1 repository · arXiv:2408.03617Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples) · 2 pointer-only (licence)
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Finding Transformer Circuits with Edge Pruning 24 Jun 2024 · 1 repository · arXiv:2406.16778Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 3 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples)
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ShareLoRA: Parameter Efficient and Robust Large Language Model Fine-tuning via Shared Low-Rank Adaptation 16 Jun 2024 · 1 repository · arXiv:2406.10785Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 5 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Compute Better Spent: Replacing Dense Layers with Structured Matrices 10 Jun 2024 · 1 repository · arXiv:2406.06248Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples)
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Your Absorbing Discrete Diffusion Secretly Models the Conditional Distributions of Clean Data 6 Jun 2024 · 2 repositories · arXiv:2406.03736Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 13 harvested samples) · 13 pointer-only (licence)
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Simplified and Generalized Masked Diffusion for Discrete Data 6 Jun 2024 · 1 repository · arXiv:2406.04329Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 4 where Syntology's instrument failed) · 15 unverified (of 21 harvested samples)
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InversionView: A General-Purpose Method for Reading Information from Neural Activations 27 May 2024 · 1 repository · arXiv:2405.17653Syntology official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified; the one sample that ran constructed an object rather than computing a result (of 6 harvested samples) · 6 pointer-only (licence)
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From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step 23 May 2024 · 1 repository · arXiv:2405.14838Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Not All Language Model Features Are Linear 23 May 2024 · 1 repository · arXiv:2405.14860Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 10 harvested samples)
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Quantifying Semantic Emergence in Language Models 21 May 2024 · 1 repository · arXiv:2405.12617Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 6 harvested samples)
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How does GPT-2 Predict Acronyms? Extracting and Understanding a Circuit via Mechanistic Interpretability 7 May 2024 · 1 repository · arXiv:2405.04156Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Inheritune: Training Smaller Yet More Attentive Language Models 12 Apr 2024 · 1 repository · arXiv:2404.08634Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction 3 Apr 2024 · 3 repositories · arXiv:2404.02905Syntology community repositories only · 7 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 5 where Syntology's instrument failed) · 4 unverified (of 11 harvested samples)
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Interpreting Key Mechanisms of Factual Recall in Transformer-Based Language Models 28 Mar 2024 · 1 repository · arXiv:2403.19521Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 0 violated, 12 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 14 harvested samples) · 14 pointer-only (licence)
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Embedded Named Entity Recognition using Probing Classifiers 18 Mar 2024 · 2 repositories · arXiv:2403.11747Syntology official (archive's flag): 4 ran · 4 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Optimistic Verifiable Training by Controlling Hardware Nondeterminism 14 Mar 2024 · 1 repository · arXiv:2403.09603Syntology official (archive's flag): 9 ran · 9 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples) · 9 pointer-only (licence)
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Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at Scale 13 Mar 2024 · 2 repositories · arXiv:2403.08293Syntology official (archive's flag): 2 ran · 4 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples)
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Variational Learning is Effective for Large Deep Networks 27 Feb 2024 · 1 repository · arXiv:2402.17641Syntology official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Advancing Parameter Efficiency in Fine-tuning via Representation Editing 23 Feb 2024 · 2 repositories · arXiv:2402.15179Syntology official (archive's flag): 1 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 2 harvested samples) · 1 pointer-only (licence)
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Reflect-RL: Two-Player Online RL Fine-Tuning for LMs 20 Feb 2024 · 1 repository · arXiv:2402.12621Syntology official (archive's flag): 2 ran · 2 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (of 6 harvested samples)
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PromptKD: Distilling Student-Friendly Knowledge for Generative Language Models via Prompt Tuning 20 Feb 2024 · 1 repository · arXiv:2402.12842Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples)
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Can GNN be Good Adapter for LLMs? 20 Feb 2024 · 2 repositories · arXiv:2402.12984Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples) · 8 pointer-only (licence)
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Mission: Impossible Language Models 12 Jan 2024 · 1 repository · arXiv:2401.06416Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 12 harvested samples)
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Massive Editing for Large Language Models via Meta Learning 8 Nov 2023 · 1 repository · arXiv:2311.04661Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Towards Interpretable Sequence Continuation: Analyzing Shared Circuits in Large Language Models 7 Nov 2023 · 1 repository · arXiv:2311.04131Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
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Discrete Diffusion Modeling by Estimating the Ratios of the Data Distribution 25 Oct 2023 · 4 repositories · arXiv:2310.16834Syntology official (archive's flag): 16 ran · 16 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 1 honoured, 0 violated, 13 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 18 harvested samples) · 15 pointer-only (licence)
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Learning From Free-Text Human Feedback -- Collect New Datasets Or Extend Existing Ones? 24 Oct 2023 · 1 repository · arXiv:2310.15758Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
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Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models 23 Oct 2023 · 2 repositories · arXiv:2310.14491Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
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Identifying and Adapting Transformer-Components Responsible for Gender Bias in an English Language Model 19 Oct 2023 · 1 repository · arXiv:2310.12611Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
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Uncovering Hidden Connections: Iterative Search and Reasoning for Video-grounded Dialog 11 Oct 2023 · 2 repositories · arXiv:2310.07259Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples) · 6 pointer-only (licence)
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Humans and language models diverge when predicting repeating text 10 Oct 2023 · 1 repository · arXiv:2310.06408Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Copy Suppression: Comprehensively Understanding an Attention Head 6 Oct 2023 · 1 repository · arXiv:2310.04625Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples) · 3 pointer-only (licence)
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NOLA: Compressing LoRA using Linear Combination of Random Basis 4 Oct 2023 · 1 repository · arXiv:2310.02556Syntology official (archive's flag): 5 ran · 5 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
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RECAP: Retrieval-Augmented Audio Captioning 18 Sep 2023 · 1 repository · arXiv:2309.09836Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 8 harvested samples) · 8 pointer-only (licence)
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Circuit Breaking: Removing Model Behaviors with Targeted Ablation 12 Sep 2023 · 1 repository · arXiv:2309.05973Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 12 harvested samples) · 12 pointer-only (licence)
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Memory Injections: Correcting Multi-Hop Reasoning Failures during Inference in Transformer-Based Language Models 11 Sep 2023 · 1 repository · arXiv:2309.05605Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples)
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Steering Language Models With Activation Engineering 20 Aug 2023 · 2 repositories · arXiv:2308.10248Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
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How Good Are LLMs at Out-of-Distribution Detection? 20 Aug 2023 · 1 repository · arXiv:2308.10261Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining 10 Aug 2023 · 2 repositories · arXiv:2308.05734Syntology official (archive's flag): 8 ran · 16 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 2 honoured, 3 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 11 unverified (of 27 harvested samples) · 19 pointer-only (licence)
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CAME: Confidence-guided Adaptive Memory Efficient Optimization 5 Jul 2023 · 2 repositories · arXiv:2307.02047Syntology official (archive's flag): 1 ran · 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; the one sample that ran constructed an object rather than computing a result (of 2 harvested samples) · 1 pointer-only (licence)
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Test-Time Training on Nearest Neighbors for Large Language Models 29 May 2023 · 1 repository · arXiv:2305.18466Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples)
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Backpack Language Models 26 May 2023 · 1 repository · arXiv:2305.16765Syntology 3 ran (of which 3 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (of 4 harvested samples)
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Editing Common Sense in Transformers 24 May 2023 · 1 repository · arXiv:2305.14956Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 10 harvested samples)
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LLMDet: A Third Party Large Language Models Generated Text Detection Tool 24 May 2023 · 1 repository · arXiv:2305.15004Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples)
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Inference-Time Policy Adapters (IPA): Tailoring Extreme-Scale LMs without Fine-tuning 24 May 2023 · 1 repository · arXiv:2305.15065Syntology official (archive's flag): 9 ran · 9 ran (of which 3 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 0 violated, 3 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (of 11 harvested samples)
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Sophia: A Scalable Stochastic Second-order Optimizer for Language Model Pre-training 23 May 2023 · 7 repositories · arXiv:2305.14342Syntology 13 ran (of which 4 constructed an object rather than computing a result; 12 with no instrument failure: 1 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 6 unverified (of 19 harvested samples)
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TinyStories: How Small Can Language Models Be and Still Speak Coherent English? 12 May 2023 · 8 repositories · arXiv:2305.07759Syntology 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 8 unverified (of 18 harvested samples)
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Towards Automated Circuit Discovery for Mechanistic Interpretability 28 Apr 2023 · 4 repositories · arXiv:2304.14997Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 5 harvested samples)
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Localizing Model Behavior with Path Patching 12 Apr 2023 · 1 repository · arXiv:2304.05969Syntology official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples)
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Jump to Conclusions: Short-Cutting Transformers With Linear Transformations 16 Mar 2023 · 2 repositories · arXiv:2303.09435Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language Models 10 Mar 2023 · 1 repository · arXiv:2303.05977Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Information-Restricted Neural Language Models Reveal Different Brain Regions' Sensitivity to Semantics, Syntax and Context 28 Feb 2023 · 1 repository · arXiv:2302.14389Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
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REaLTabFormer: Generating Realistic Relational and Tabular Data using Transformers 4 Feb 2023 · 3 repositories · arXiv:2302.02041Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
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Entropy- and Distance-Based Predictors From GPT-2 Attention Patterns Predict Reading Times Over and Above GPT-2 Surprisal 21 Dec 2022 · 1 repository · arXiv:2212.11185Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 11 harvested samples) · 8 pointer-only (licence)
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ByGPT5: End-to-End Style-conditioned Poetry Generation with Token-free Language Models 20 Dec 2022 · 1 repository · arXiv:2212.10474Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Collateral facilitation in humans and language models 9 Nov 2022 · 1 repository · arXiv:2211.05198Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Active Example Selection for In-Context Learning 8 Nov 2022 · 1 repository · arXiv:2211.04486Syntology official (archive's flag): 10 ran · 10 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 6 where Syntology's instrument failed) · 6 unverified (of 16 harvested samples)
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Text-Only Training for Image Captioning using Noise-Injected CLIP 1 Nov 2022 · 4 repositories · arXiv:2211.00575Syntology official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small 1 Nov 2022 · 7 repositories · arXiv:2211.00593Syntology community repositories only · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples)
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Perfectly Secure Steganography Using Minimum Entropy Coupling 24 Oct 2022 · 2 repositories · arXiv:2210.14889Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 4 harvested samples)
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A Generative User Simulator with GPT-based Architecture and Goal State Tracking for Reinforced Multi-Domain Dialog Systems 17 Oct 2022 · 1 repository · arXiv:2210.08692Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 9 harvested samples)
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Predictive Querying for Autoregressive Neural Sequence Models 12 Oct 2022 · 1 repository · arXiv:2210.06464Syntology official (archive's flag): 7 ran · 7 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 5 where Syntology's instrument failed) · 6 unverified (of 13 harvested samples)
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Fine-Tuning Pre-trained Transformers into Decaying Fast Weights 9 Oct 2022 · 1 repository · arXiv:2210.04243Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Adan: Adaptive Nesterov Momentum Algorithm for Faster Optimizing Deep Models 13 Aug 2022 · 9 repositories · arXiv:2208.06677Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness 27 May 2022 · 13 repositories · arXiv:2205.14135Syntology official: no sample here; runs from other or unrecorded repositories · 24 ran (of which 2 constructed an object rather than computing a result; 18 with no instrument failure: 0 honoured, 1 violated, 17 with no contract checked; 6 where Syntology's instrument failed) · 6 unverified (of 30 harvested samples) · 1 pointer-only (licence)
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Garden-Path Traversal in GPT-2 24 May 2022 · 1 repository · arXiv:2205.12302Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Knowledge Infused Decoding 6 Apr 2022 · 1 repository · arXiv:2204.03084Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Monarch: Expressive Structured Matrices for Efficient and Accurate Training 1 Apr 2022 · 2 repositories · arXiv:2204.00595Syntology community repositories only · 15 ran (of which 0 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 1 violated, 13 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 15 harvested samples)
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Dependency-based Mixture Language Models 19 Mar 2022 · 1 repository · arXiv:2203.10256Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language Models 4 Mar 2022 · 1 repository · arXiv:2203.02094Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples) · 1 pointer-only (licence)
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Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language Models 2 Mar 2022 · 2 repositories · arXiv:2203.01104Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 5 harvested samples)
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A Systematic Evaluation of Large Language Models of Code 26 Feb 2022 · 3 repositories · arXiv:2202.13169Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
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WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models 13 Dec 2021 · 1 repository · arXiv:2112.06598Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Pixelated Butterfly: Simple and Efficient Sparse training for Neural Network Models 30 Nov 2021 · 1 repository · arXiv:2112.00029Syntology official: harvested, nothing ran · 4 ran (of which 4 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (of 6 harvested samples) · 5 pointer-only (licence)
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ClipCap: CLIP Prefix for Image Captioning 18 Nov 2021 · 4 repositories · arXiv:2111.09734Syntology official (archive's flag): 5 ran · 6 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 2 pointer-only (licence)
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DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models 30 Oct 2021 · 1 repository · arXiv:2111.00160Syntology official (archive's flag): 9 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples) · 10 pointer-only (licence)
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Taming Visually Guided Sound Generation 17 Oct 2021 · 3 repositories · arXiv:2110.08791Syntology official (archive's flag): 1 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples)
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TruthfulQA: Measuring How Models Mimic Human Falsehoods 8 Sep 2021 · 3 repositories · arXiv:2109.07958Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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Task-Oriented Dialogue System as Natural Language Generation 31 Aug 2021 · 1 repository · arXiv:2108.13679Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 12 harvested samples)
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LoRA: Low-Rank Adaptation of Large Language Models 17 Jun 2021 · 74 repositories · arXiv:2106.09685Syntology community repositories only · 51 ran (of which 19 constructed an object rather than computing a result; 44 with no instrument failure: 1 honoured, 0 violated, 43 with no contract checked; 7 where Syntology's instrument failed) · 33 unverified (of 84 harvested samples) · 30 pointer-only (licence)
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Generate, Annotate, and Learn: NLP with Synthetic Text 11 Jun 2021 · 1 repository · arXiv:2106.06168Syntology official (archive's flag): 1 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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EL-Attention: Memory Efficient Lossless Attention for Generation 11 May 2021 · 1 repository · arXiv:2105.04779Syntology official (archive's flag): 6 ran · 6 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples) · 2 pointer-only (licence)
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e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks 8 May 2021 · 2 repositories · arXiv:2105.03761Syntology official (archive's flag): 5 ran · 7 ran (of which 3 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 8 unverified (of 15 harvested samples) · 15 pointer-only (licence)