Methods › General › Fine-Tuning › Discriminative Fine-Tuning › Papers where code ran, page 3

Discriminative Fine-Tuning

Papers archive 2025-07-28

archive papers tagged: 1,990 · with a code link: 794 · where Syntology ran a sample: 271 (223 with a run with no instrument failure, 48 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (271 of 1,990 tagged: 223 with a run with no instrument failure, 48 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 3 of 3: papers 201 to 271 of the 271 tagged papers where Syntology ran at least one harvested sample (223 with a run with no instrument failure, 48 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.

• Garden-Path Traversal in GPT-2
  24 May 2022 · 1 repository · arXiv:2205.12302
  Syntology 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)
• GraphMAE: Self-Supervised Masked Graph Autoencoders
  22 May 2022 · 3 repositories · arXiv:2205.10803
  Syntology official (archive's flag): 2 ran · 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) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Provably Confidential Language Modelling
  4 May 2022 · 1 repository · arXiv:2205.01863
  Syntology official: no sample here; runs from other or unrecorded repositories · 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)
• Knowledge Infused Decoding
  6 Apr 2022 · 1 repository · arXiv:2204.03084
  Syntology 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)
• Data Augmentation for Intent Classification with Off-the-shelf Large Language Models
  5 Apr 2022 · 1 repository · arXiv:2204.01959
  Syntology 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) · 2 pointer-only (licence)
• Monarch: Expressive Structured Matrices for Efficient and Accurate Training
  1 Apr 2022 · 2 repositories · arXiv:2204.00595
  Syntology 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)
• Bailando: 3D Dance Generation by Actor-Critic GPT with Choreographic Memory
  24 Mar 2022 · 1 repository · arXiv:2203.13055
  Syntology official (archive's flag): 4 ran · 4 ran (of which 3 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)
• Dependency-based Mixture Language Models
  19 Mar 2022 · 1 repository · arXiv:2203.10256
  Syntology 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)
• GrIPS: Gradient-free, Edit-based Instruction Search for Prompting Large Language Models
  14 Mar 2022 · 2 repositories · arXiv:2203.07281
  Syntology official (archive's flag): 2 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) · 1 unverified (of 4 harvested samples) · 1 pointer-only (licence)
• ELLE: Efficient Lifelong Pre-training for Emerging Data
  12 Mar 2022 · 1 repository · arXiv:2203.06311
  Syntology official (archive's flag): 4 ran · 4 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; 3 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• LiteTransformerSearch: Training-free Neural Architecture Search for Efficient Language Models
  4 Mar 2022 · 1 repository · arXiv:2203.02094
  Syntology 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)
• Parameter-Efficient Mixture-of-Experts Architecture for Pre-trained Language Models
  2 Mar 2022 · 2 repositories · arXiv:2203.01104
  Syntology 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)
• A Systematic Evaluation of Large Language Models of Code
  26 Feb 2022 · 3 repositories · arXiv:2202.13169
  Syntology 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)
• SGPT: GPT Sentence Embeddings for Semantic Search
  17 Feb 2022 · 1 repository · arXiv:2202.08904
  Syntology 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)
• EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse Gate
  29 Dec 2021 · 2 repositories · arXiv:2112.14397
  Syntology 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) · 1 pointer-only (licence)
• WECHSEL: Effective initialization of subword embeddings for cross-lingual transfer of monolingual language models
  13 Dec 2021 · 1 repository · arXiv:2112.06598
  Syntology 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)
• Pixelated Butterfly: Simple and Efficient Sparse training for Neural Network Models
  30 Nov 2021 · 1 repository · arXiv:2112.00029
  Syntology 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)
• ClipCap: CLIP Prefix for Image Captioning
  18 Nov 2021 · 4 repositories · arXiv:2111.09734
  Syntology 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)
• DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models
  30 Oct 2021 · 1 repository · arXiv:2111.00160
  Syntology 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)
• Fast Model Editing at Scale
  21 Oct 2021 · 3 repositories · arXiv:2110.11309
  Syntology 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, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Illiterate DALL-E Learns to Compose
  17 Oct 2021 · 1 repository · arXiv:2110.11405
  Syntology 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)
• Vector-quantized Image Modeling with Improved VQGAN
  9 Oct 2021 · 5 repositories · arXiv:2110.04627
  Syntology 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) · 0 unverified (of 9 harvested samples) · 2 pointer-only (licence)
• Language Models are Few-shot Multilingual Learners
  16 Sep 2021 · 1 repository · arXiv:2109.07684
  Syntology 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) · 1 unverified (of 4 harvested samples)
• TruthfulQA: Measuring How Models Mimic Human Falsehoods
  8 Sep 2021 · 3 repositories · arXiv:2109.07958
  Syntology 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)
• CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation
  2 Sep 2021 · 5 repositories · arXiv:2109.00859
  Syntology official: harvested, nothing 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) · 5 unverified (of 11 harvested samples)
• Task-Oriented Dialogue System as Natural Language Generation
  31 Aug 2021 · 1 repository · arXiv:2108.13679
  Syntology 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)
• Evaluating Large Language Models Trained on Code
  7 Jul 2021 · 13 repositories · arXiv:2107.03374
  Syntology official (archive's flag): 2 ran · 26 ran (of which 0 constructed an object rather than computing a result; 24 with no instrument failure: 1 honoured, 0 violated, 23 with no contract checked; 2 where Syntology's instrument failed) · 13 unverified (of 39 harvested samples) · 4 pointer-only (licence)
• SymbolicGPT: A Generative Transformer Model for Symbolic Regression
  27 Jun 2021 · 2 repositories · arXiv:2106.14131
  Syntology community repositories only · 9 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; 1 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples)
• LoRA: Low-Rank Adaptation of Large Language Models
  17 Jun 2021 · 74 repositories · arXiv:2106.09685
  Syntology 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)
• Generate, Annotate, and Learn: NLP with Synthetic Text
  11 Jun 2021 · 1 repository · arXiv:2106.06168
  Syntology 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)
• EL-Attention: Memory Efficient Lossless Attention for Generation
  11 May 2021 · 1 repository · arXiv:2105.04779
  Syntology 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)
• e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks
  8 May 2021 · 2 repositories · arXiv:2105.03761
  Syntology 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)
• Surface Form Competition: Why the Highest Probability Answer Isn't Always Right
  16 Apr 2021 · 2 repositories · arXiv:2104.08315
  Syntology community repositories only · 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) · 0 unverified (of 5 harvested samples)
• GLM: General Language Model Pretraining with Autoregressive Blank Infilling
  18 Mar 2021 · 8 repositories · arXiv:2103.10360
  Syntology 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)
• GPT Understands, Too
  18 Mar 2021 · 10 repositories · arXiv:2103.10385
  Syntology official (archive's flag): 1 ran · 3 ran (of which 1 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 2 pointer-only (licence)
• Large Pre-trained Language Models Contain Human-like Biases of What is Right and Wrong to Do
  8 Mar 2021 · 1 repository · arXiv:2103.11790
  Syntology 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) · 0 unverified (of 6 harvested samples)
• Bias Out-of-the-Box: An Empirical Analysis of Intersectional Occupational Biases in Popular Generative Language Models
  8 Feb 2021 · 1 repository · arXiv:2102.04130
  Syntology 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) · 0 unverified (of 5 harvested samples)
• Prefix-Tuning: Optimizing Continuous Prompts for Generation
  1 Jan 2021 · 13 repositories · arXiv:2101.00190
  Syntology community repositories only · 4 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; 2 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples)
• Directed Beam Search: Plug-and-Play Lexically Constrained Language Generation
  31 Dec 2020 · 1 repository · arXiv:2012.15416
  Syntology 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)
• The Pile: An 800GB Dataset of Diverse Text for Language Modeling
  31 Dec 2020 · 22 repositories · arXiv:2101.00027
  Syntology 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)
• Extracting Training Data from Large Language Models
  14 Dec 2020 · 3 repositories · arXiv:2012.07805
  Syntology 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) · 1 unverified (of 4 harvested samples)
• DebateSum: A large-scale argument mining and summarization dataset
  14 Nov 2020 · 3 repositories · arXiv:2011.07251
  Syntology 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)
• Adapting a Language Model for Controlled Affective Text Generation
  8 Nov 2020 · 1 repository · arXiv:2011.04000
  Syntology official (archive's flag): 1 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) · 3 pointer-only (licence)
• Visually-Grounded Planning without Vision: Language Models Infer Detailed Plans from High-level Instructions
  29 Sep 2020 · 1 repository · arXiv:2009.14259
  Syntology 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)
• Dialogue Response Ranking Training with Large-Scale Human Feedback Data
  15 Sep 2020 · 2 repositories · arXiv:2009.06978
  Syntology 5 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; 1 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
• Critical Thinking for Language Models
  15 Sep 2020 · 1 repository · arXiv:2009.07185
  Syntology 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)
• GeDi: Generative Discriminator Guided Sequence Generation
  14 Sep 2020 · 3 repositories · arXiv:2009.06367
  Syntology official (archive's flag): 4 ran · 6 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 3 where Syntology's instrument failed) · 5 unverified (of 11 harvested samples)
• Progressive Generation of Long Text with Pretrained Language Models
  28 Jun 2020 · 1 repository · arXiv:2006.15720
  Syntology 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)
• Memory-Efficient Pipeline-Parallel DNN Training
  16 Jun 2020 · 1 repository · arXiv:2006.09503
  Syntology 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) · 8 unverified (of 10 harvested samples)
• Few-Shot Generative Conversational Query Rewriting
  9 Jun 2020 · 1 repository · arXiv:2006.05009
  Syntology official (archive's flag): 2 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) · 1 pointer-only (licence)
• Spying on your neighbors: Fine-grained probing of contextual embeddings for information about surrounding words
  4 May 2020 · 0 repositories · arXiv:2005.01810
  Syntology 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)
• Simplifying Paragraph-level Question Generation via Transformer Language Models
  3 May 2020 · 4 repositories · arXiv:2005.01107
  Syntology 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) · 1 pointer-only (licence)
• A Simple Language Model for Task-Oriented Dialogue
  2 May 2020 · 1 repository · arXiv:2005.00796
  Syntology official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 0 honoured, 1 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 14 harvested samples)
• POINTER: Constrained Progressive Text Generation via Insertion-based Generative Pre-training
  1 May 2020 · 1 repository · arXiv:2005.00558
  Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 1 violated, 4 with no contract checked; 5 where Syntology's instrument failed) · 7 unverified (of 18 harvested samples) · 1 pointer-only (licence)
• PlotMachines: Outline-Conditioned Generation with Dynamic Plot State Tracking
  30 Apr 2020 · 2 repositories · arXiv:2004.14967
  Syntology 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) · 6 unverified (of 11 harvested samples)
• ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators
  23 Mar 2020 · 19 repositories · arXiv:2003.10555
  Syntology official: no sample here; runs from other or unrecorded repositories · 31 ran (of which 7 constructed an object rather than computing a result; 18 with no instrument failure: 2 honoured, 2 violated, 14 with no contract checked; 13 where Syntology's instrument failed) · 9 unverified (of 40 harvested samples) · 10 pointer-only (licence)
• Training Large Neural Networks with Constant Memory using a New Execution Algorithm
  13 Feb 2020 · 2 repositories · arXiv:2002.05645
  Syntology 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)
• Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs
  7 Nov 2019 · 2 repositories · arXiv:1911.02707
  Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
• Masked Language Model Scoring
  31 Oct 2019 · 6 repositories · arXiv:1910.14659
  Syntology official: no sample here; runs from other or unrecorded repositories · 10 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (of 10 harvested samples) · 3 pointer-only (licence)
• Q8BERT: Quantized 8Bit BERT
  14 Oct 2019 · 5 repositories · arXiv:1910.06188
  Syntology official (archive's flag): 5 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 3 pointer-only (licence)
• ZeRO: Memory Optimizations Toward Training Trillion Parameter Models
  4 Oct 2019 · 10 repositories · arXiv:1910.02054
  Syntology community repositories only · 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)
• Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
  17 Sep 2019 · 10 repositories · arXiv:1909.08053
  Syntology community repositories only · 12 ran (of which 2 constructed an object rather than computing a result; 7 with no instrument failure: 4 honoured, 0 violated, 3 with no contract checked; 5 where Syntology's instrument failed) · 35 unverified (of 47 harvested samples) · 15 pointer-only (licence)
• Semantics-aware BERT for Language Understanding
  5 Sep 2019 · 1 repository · arXiv:1909.02209
  Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 2 honoured, 0 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (of 12 harvested samples) · 3 pointer-only (licence)
• Effective Use of Transformer Networks for Entity Tracking
  5 Sep 2019 · 1 repository · arXiv:1909.02635
  Syntology official (archive's flag): 1 ran · 3 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; 1 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• Universal Adversarial Triggers for Attacking and Analyzing NLP
  20 Aug 2019 · 1 repository · arXiv:1908.07125
  Syntology 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)
• Leveraging Pre-trained Checkpoints for Sequence Generation Tasks
  29 Jul 2019 · 7 repositories · arXiv:1907.12461
  Syntology 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) · 0 unverified (of 6 harvested samples)
• A Multiscale Visualization of Attention in the Transformer Model
  12 Jun 2019 · 3 repositories · arXiv:1906.05714
  Syntology community repositories only · 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)
• Language Models with Transformers
  20 Apr 2019 · 1 repository · arXiv:1904.09408
  Syntology official (archive's flag): 2 ran · 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)
• Distilling Task-Specific Knowledge from BERT into Simple Neural Networks
  28 Mar 2019 · 4 repositories · arXiv:1903.12136
  Syntology 9 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; 6 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples)
• Passage Re-ranking with BERT
  13 Jan 2019 · 6 repositories · arXiv:1901.04085
  Syntology official (archive's flag): 11 ran · 11 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; 2 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples) · 2 pointer-only (licence)
• Universal Language Model Fine-tuning for Text Classification
  18 Jan 2018 · 66 repositories · arXiv:1801.06146
  Syntology community repositories only · 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) · 3 unverified (of 5 harvested samples) · 3 pointer-only (licence)