Methods › Natural Language Processing › Language Models › OPT › Papers where code ran, page 1
OPT
Papers archive 2025-07-28
archive papers tagged: 285 · with a code link: 123 · where Syntology ran a sample: 55 (41 with a run with no instrument failure, 14 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (55 of 285 tagged: 41 with a run with no instrument failure, 14 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 1: papers 1 to 55 of the 55 tagged papers where Syntology ran at least one harvested sample (41 with a run with no instrument failure, 14 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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Polar Sparsity: High Throughput Batched LLM Inferencing with Scalable Contextual Sparsity 20 May 2025 · 1 repository · arXiv:2505.14884Syntology 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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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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Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing 21 Feb 2025 · 1 repository · arXiv:2502.15618Syntology official (archive's flag): 1 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) · 1 pointer-only (licence)
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DISP-LLM: Dimension-Independent Structural Pruning for Large Language Models 15 Oct 2024 · 1 repository · arXiv:2410.11988Syntology official (archive's flag): 4 ran · 7 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; 5 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples) · 3 pointer-only (licence)
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Eigen Attention: Attention in Low-Rank Space for KV Cache Compression 10 Aug 2024 · 1 repository · arXiv:2408.05646Syntology official (archive's flag): 9 ran · 9 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; 2 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples) · 13 pointer-only (licence)
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OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling 13 Jul 2024 · 1 repository · arXiv:2407.09887Syntology 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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ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models 24 Jun 2024 · 1 repository · arXiv:2406.16635Syntology 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, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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FreeTraj: Tuning-Free Trajectory Control in Video Diffusion Models 24 Jun 2024 · 1 repository · arXiv:2406.16863Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 2 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (of 15 harvested samples) · 4 pointer-only (licence)
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DeCoOp: Robust Prompt Tuning with Out-of-Distribution Detection 1 Jun 2024 · 1 repository · arXiv:2406.00345Syntology official (archive's flag): 6 ran · 6 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; 3 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 4 pointer-only (licence)
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Looking Backward: Streaming Video-to-Video Translation with Feature Banks 24 May 2024 · 1 repository · arXiv:2405.15757Syntology 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) · 12 pointer-only (licence)
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Your Transformer is Secretly Linear 19 May 2024 · 1 repository · arXiv:2405.12250Syntology 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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Beyond Known Clusters: Probe New Prototypes for Efficient Generalized Class Discovery 13 Apr 2024 · 1 repository · arXiv:2404.08995Syntology 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) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Outlier-Efficient Hopfield Layers for Large Transformer-Based Models 4 Apr 2024 · 1 repository · arXiv:2404.03828Syntology official (archive's flag): 10 ran · 10 ran (of which 5 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 5 where Syntology's instrument failed) · 3 unverified (of 13 harvested samples)
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NeRF-MAE: Masked AutoEncoders for Self-Supervised 3D Representation Learning for Neural Radiance Fields 1 Apr 2024 · 1 repository · arXiv:2404.01300Syntology 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) · 0 unverified (of 2 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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Evaluating Quantized Large Language Models 28 Feb 2024 · 1 repository · arXiv:2402.18158Syntology 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) · 3 pointer-only (licence)
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Diffusion Posterior Proximal Sampling for Image Restoration 25 Feb 2024 · 1 repository · arXiv:2402.16907Syntology official (archive's flag): 15 ran · 15 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; 6 where Syntology's instrument failed) · 11 unverified (of 26 harvested samples) · 26 pointer-only (licence)
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Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark 18 Feb 2024 · 1 repository · arXiv:2402.11592Syntology official (archive's flag): 9 ran · 9 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; 6 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples) · 13 pointer-only (licence)
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Smaller Language Models are capable of selecting Instruction-Tuning Training Data for Larger Language Models 16 Feb 2024 · 1 repository · arXiv:2402.10430Syntology official (archive's flag): 4 ran · 4 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; 1 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 4 pointer-only (licence)
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Connecting the Dots: Collaborative Fine-tuning for Black-Box Vision-Language Models 6 Feb 2024 · 1 repository · arXiv:2402.04050Syntology 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, 0 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 2 pointer-only (licence)
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SliceGPT: Compress Large Language Models by Deleting Rows and Columns 26 Jan 2024 · 1 repository · arXiv:2401.15024Syntology 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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The LLM Surgeon 28 Dec 2023 · 1 repository · arXiv:2312.17244Syntology 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) · 6 unverified (of 10 harvested samples) · 10 pointer-only (licence)
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DYAD: A Descriptive Yet Abjuring Density efficient approximation to linear neural network layers 11 Dec 2023 · 1 repository · arXiv:2312.06881Syntology 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) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample) · 1 pointer-only (licence)
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Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge 9 Dec 2023 · 1 repository · arXiv:2312.05693Syntology 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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Weakly Supervised Detection of Hallucinations in LLM Activations 5 Dec 2023 · 1 repository · arXiv:2312.02798Syntology 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) · 0 unverified (of 1 harvested sample)
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RedCoast: A Lightweight Tool to Automate Distributed Training of LLMs on Any GPU/TPUs 25 Oct 2023 · 1 repository · arXiv:2310.16355Syntology 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) · 5 unverified (of 17 harvested samples)
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DPZero: Private Fine-Tuning of Language Models without Backpropagation 14 Oct 2023 · 1 repository · arXiv:2310.09639Syntology 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) · 9 unverified (of 17 harvested samples) · 3 pointer-only (licence)
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Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLMs 13 Oct 2023 · 1 repository · arXiv:2310.08915Syntology official (archive's flag): 8 ran · 8 ran (of which 2 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 7 unverified (of 15 harvested samples) · 15 pointer-only (licence)
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QUIK: Towards End-to-End 4-Bit Inference on Generative Large Language Models 13 Oct 2023 · 1 repository · arXiv:2310.09259Syntology 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) · 4 unverified (of 13 harvested samples)
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Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity 8 Oct 2023 · 1 repository · arXiv:2310.05175Syntology 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) · 4 unverified (of 6 harvested samples)
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SP³: Enhancing Structured Pruning via PCA Projection 31 Aug 2023 · 1 repository · arXiv:2308.16475Syntology official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 1 honoured, 1 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 14 harvested samples) · 14 pointer-only (licence)
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CALM : A Multi-task Benchmark for Comprehensive Assessment of Language Model Bias 24 Aug 2023 · 1 repository · arXiv:2308.12539Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 2 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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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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Ternary Singular Value Decomposition as a Better Parameterized Form in Linear Mapping 15 Aug 2023 · 1 repository · arXiv:2308.07641Syntology 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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Scaling Sentence Embeddings with Large Language Models 31 Jul 2023 · 1 repository · arXiv:2307.16645Syntology 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) · 4 pointer-only (licence)
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Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models 3 Jul 2023 · 3 repositories · arXiv:2307.01379Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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H₂O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models 24 Jun 2023 · 2 repositories · arXiv:2306.14048Syntology 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)
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Make Pre-trained Model Reversible: From Parameter to Memory Efficient Fine-Tuning 1 Jun 2023 · 1 repository · arXiv:2306.00477Syntology community repositories only · 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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Trusting Your Evidence: Hallucinate Less with Context-aware Decoding 24 May 2023 · 3 repositories · arXiv:2305.14739Syntology 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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Adapting Language Models to Compress Contexts 24 May 2023 · 1 repository · arXiv:2305.14788Syntology 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) · 2 pointer-only (licence)
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Tricking LLMs into Disobedience: Formalizing, Analyzing, and Detecting Jailbreaks 24 May 2023 · 1 repository · arXiv:2305.14965Syntology 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) · 3 pointer-only (licence)
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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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TextDeformer: Geometry Manipulation using Text Guidance 26 Apr 2023 · 1 repository · arXiv:2304.13348Syntology official (archive's flag): 11 ran · 11 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; 1 where Syntology's instrument failed) · 5 unverified (of 16 harvested samples) · 1 pointer-only (licence)
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Outlier Suppression+: Accurate quantization of large language models by equivalent and optimal shifting and scaling 18 Apr 2023 · 1 repository · arXiv:2304.09145Syntology 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) · 2 unverified (of 7 harvested samples)
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LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models 4 Apr 2023 · 2 repositories · arXiv:2304.01933Syntology official (archive's flag): 4 ran · 4 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; 4 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples) · 1 pointer-only (licence)
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Koala: An Index for Quantifying Overlaps with Pre-training Corpora 26 Mar 2023 · 0 repositories · arXiv:2303.14770Syntology 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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Freestyle Layout-to-Image Synthesis 25 Mar 2023 · 1 repository · arXiv:2303.14412Syntology official (archive's flag): 3 ran · 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) · 3 unverified; every one of the 3 samples that ran constructed an object rather than computing a result (of 6 harvested samples)
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A Dynamic Multi-Scale Voxel Flow Network for Video Prediction 17 Mar 2023 · 1 repository · arXiv:2303.09875Syntology official (archive's flag): 3 ran · 3 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; 1 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
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Making Substitute Models More Bayesian Can Enhance Transferability of Adversarial Examples 10 Feb 2023 · 1 repository · arXiv:2302.05086Syntology 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) · 3 pointer-only (licence)
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GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers 31 Oct 2022 · 17 repositories · arXiv:2210.17323Syntology official (archive's flag): 1 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) · 10 unverified (of 15 harvested samples) · 1 pointer-only (licence)
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SMaLL-100: Introducing Shallow Multilingual Machine Translation Model for Low-Resource Languages 20 Oct 2022 · 3 repositories · arXiv:2210.11621Syntology 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) · 0 unverified (of 1 harvested sample)
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Effective Self-supervised Pre-training on Low-compute Networks without Distillation 6 Oct 2022 · 1 repository · arXiv:2210.02808Syntology official (archive's flag): 6 ran · 6 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; 3 where Syntology's instrument failed) · 3 unverified (of 9 harvested samples) · 3 pointer-only (licence)
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Ask Me Anything: A simple strategy for prompting language models 5 Oct 2022 · 3 repositories · arXiv:2210.02441Syntology 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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Recitation-Augmented Language Models 4 Oct 2022 · 1 repository · arXiv:2210.01296Syntology 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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OPT: Open Pre-trained Transformer Language Models 2 May 2022 · 11 repositories · arXiv:2205.01068Syntology official (archive's flag): 9 ran · 14 ran (of which 2 constructed an object rather than computing a result; 14 with no instrument failure: 0 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 10 unverified (of 24 harvested samples) · 17 pointer-only (licence)