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apply_rope

Syntologyentry name in harvested coderead from the graph 2026-09-24

apply_rope appears in the code Syntology harvested for 43 papers, as 23 distinct code bodies found in 44 places (a place is one code body under one paper). At least one of them ran in 26 of the papers; 9 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named apply_rope do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 12 of the 23 distinct code bodies named apply_rope; 11 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
5ran · our draft was wrong
2ran · fixture could not drive it
4ran
11unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 16 of the 44 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

43 papers shown of 43, newest first; 44 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 14 papers added by Syntology; 1 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Where Cognition Lives: Dissecting Emergent from Computed Function in a Minimal Complete Cognitive Architecture added by Syntology 2026-08 (from id) fmarrabal/miuracognitive/model/transformer.py d388fa934b5e3f96 ran licence not identified · pointer only
Cacheable by Design? Training Mixture-of-Experts Routers for Locality Against the Edge Memory-Bandwidth Wall A Pre-Registered Negative Result, with a Systems Measurement Study added by Syntology 2026-08 (from id) Shriniwas410/cacheable-by-design/model.py 07941306772c339b unverified MIT (permissive)
Stoicheia: Character-Level Masked Diffusion for Ancient Greek Textual Restoration, Parsing, and Metrical Scansion added by Syntology 2026-08 (from id) ericu9500/stoicheia/hf_release/modeling_char_bert_joint.py 7b0a953e8c8431de ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
From Interface to Inference: Eliciting Any-Order Inference from Any-Order Models added by Syntology 2026-07 (from id) SeunggeunKimkr/genuine-any-order/LatentMDM/model/latent_mdm.py bc605409c93e760b ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
FastMix: Fast Data Mixture Optimization via Gradient Descent added by Syntology 2026-06 (from id) hrtan/fastmix/lit_gpt/model.py 5728c74084e12d35 ran · our draft was wrong fingerprinted no licence file found · pointer only
ImmersiveTTS: Environment-Aware Text-to-Speech with Multimodal Diffusion Transformer and Domain-Specific Representation Alignment added by Syntology 2026-05 (from id) black-forest-labs/flux/src/flux/math.py 3444bbcc9065f707 unverified Apache-2.0 (permissive)
CHESS-WORLD-MODEL: A 10M-Game Benchmark for Exact State Tracking from Chess Move Sequences added by Syntology 2026-05 (from id) Benjamin-Walker/Chess-World-Model/models/transformer.py 289ce4c835947e59 ran fingerprinted MIT (permissive)
PRISM: Position-encoded Regressive Inverse Spectral Model for Multilayer Thin-Film Design added by Syntology 2026-05 (from id) wang-henry4/prism/prism/model/prefix_material_thk_model.py 9c6b2f793d0099d9 ran · fixture could not drive it fingerprinted no licence file found · pointer only
No Free Swap: Protocol-Dependent Layer Redundancy in Transformers added by Syntology 2026-05 (from id) Gpgabriel25/ProtocolGapDiagnostic/clean_oracle_bootstrap_ci.py 1d1f71ed01bdb63e unverified licence not identified · pointer only
parallelcbf: A composable safety-filter and auditability framework for tensor-parallel reinforcement learning added by Syntology 2026-05 (from id) xiaoyang-123-cell/ParallelCBF/parallelcbf/algorithms/causal_transformer.py 4fdbe3b55fbdf4b3 ran fingerprinted licence not identified · pointer only
How to Scale Mixture-of-Experts: From µP to the Maximally Scale-Stable Parameterization added by Syntology 2026-05 (from id) vankadara-lab/mssp-moe/transformer-moe-experiments/model.py 5d32ec6879733f85 ran · our draft was wrong MIT (permissive)
VectraYX-Nano: A 42M-Parameter Spanish Cybersecurity Language Model with Curriculum Learning and Native Tool Use added by Syntology 2026-05 (from id) vectrayx/vectrayx-nano-paper/training/transformer.py e4539c0c100abce2 ran · our draft was wrong fingerprinted no licence file found · pointer only
MuonQ: Enhancing Low-Bit Muon Quantization via Directional Fidelity Optimization added by Syntology 2026-05 (from id) YupengSu/MuonQ/src/models.py 25e9d5a6a1f48f0f ran Apache-2.0 (permissive)
ResTok: Learning Hierarchical Residuals in 1D Visual Tokenizers for Autoregressive Image Generation added by Syntology 2026-01 (from id) Kwai-Kolors/ResTok/modeling/restok.py 3444bbcc9065f707 unverified Apache-2.0 (permissive)
arXiv:2507.07101 2025-07 (from id) martin-marek/batch-size/finetuning/rope.py ae9c4ad2e718b1ea unverified MIT (permissive)
DataDecide: How to Predict Best Pretraining Data with Small Experiments 15 Apr 2025 gair-nlp/prox/train/lit_gpt/model.py 5728c74084e12d35 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
SkyLadder: Better and Faster Pretraining via Context Window Scheduling 19 Mar 2025 sail-sg/skyladder/lit_gpt/model.py 5728c74084e12d35 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Strategy Coopetition Explains the Emergence and Transience of In-Context Learning 7 Mar 2025 identical code first harvested elsewhere 369d990a59246f7f ran · fixture could not drive it fingerprinted licence of this copy not recorded
KV-Edit: Training-Free Image Editing for Precise Background Preservation 24 Feb 2025 Xilluill/KV-Edit/models/kv_edit.py 7b46f68f6e5e0e3d unverified Apache-2.0 (permissive)
ConceptAttention: Diffusion Transformers Learn Highly Interpretable Features 6 Feb 2025 helblazer811/ConceptAttention/concept_attention/flux/dit_block.py 7f1b2506d32e33e3 unverified no licence file found · pointer only
LayerTracer: Cognitive-Aligned Layered SVG Synthesis via Diffusion Transformer 3 Feb 2025 showlab/LayerTracer/library/flux_models.py ad4327d0fd3beb3a unverified MIT (permissive)
FireFlow: Fast Inversion of Rectified Flow for Image Semantic Editing 10 Dec 2024 holmesshuan/fireflow/src/flux/math.py 3444bbcc9065f707 unverified Apache-2.0 (permissive)
Selective Attention: Enhancing Transformer through Principled Context Control 19 Nov 2024 umich-sota/selective_attention/lit_gpt/model.py aa32c6faaa562b69 ran · violated contract fingerprinted Apache-2.0 (permissive)
Taming Rectified Flow for Inversion and Editing 7 Nov 2024 wangjiangshan0725/rf-solver-edit/FLUX_Image_Edit/src/flux/math.py 3444bbcc9065f707 unverified no licence file found · pointer only
Mini-Omni2: Towards Open-source GPT-4o with Vision, Speech and Duplex Capabilities 15 Oct 2024 gpt-omni/mini-omni2/litgpt/model.py aa32c6faaa562b69 ran · violated contract fingerprinted MIT (permissive)
When Attention Sink Emerges in Language Models: An Empirical View 14 Oct 2024 sail-sg/attention-sink/lit_gpt/model.py 5728c74084e12d35 ran · our draft was wrong fingerprinted MIT (permissive)
Multi-Agent Collaborative Data Selection for Efficient LLM Pretraining 10 Oct 2024 beccabai/multi-agent-data-selection/src/lit_gpt/model.py aa32c6faaa562b69 ran · violated contract fingerprinted no licence file found · pointer only
Programming Every Example: Lifting Pre-training Data Quality like Experts at Scale 25 Sep 2024 identical code first harvested elsewhere 5728c74084e12d35 ran · our draft was wrong fingerprinted licence of this copy not recorded
FLUX that Plays Music 1 Sep 2024 feizc/fluxmusic/modules/layers.py 3444bbcc9065f707 unverified no licence file found · pointer only
Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming 29 Aug 2024 gpt-omni/mini-omni/litgpt/model.py aa32c6faaa562b69 ran · violated contract fingerprinted MIT (permissive)
1.5-Pints Technical Report: Pretraining in Days, Not Months -- Your Language Model Thrives on Quality Data 7 Aug 2024 Pints-AI/1.5-Pints/lit_gpt/model.py 5728c74084e12d35 ran · our draft was wrong fingerprinted MIT (permissive)
Be like a Goldfish, Don't Memorize! Mitigating Memorization in Generative LLMs 14 Jun 2024 ahans30/goldfish-loss/lit_gpt/model.py aa32c6faaa562b69 ran · violated contract fingerprinted Apache-2.0 (permissive)
MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models 10 Jun 2024 cxcscmu/MATES/src/lit_gpt/model.py aa32c6faaa562b69 ran · violated contract fingerprinted MIT (permissive)
MotionLLM: Understanding Human Behaviors from Human Motions and Videos 30 May 2024 IDEA-Research/MotionLLM/lit_gpt/model.py 5728c74084e12d35 ran · our draft was wrong fingerprinted no licence file found · pointer only
MotionLLM: Understanding Human Behaviors from Human Motions and Videos 30 May 2024 IDEA-Research/MotionLLM/lit_llama/model.py ebb19c1f412b0e2a unverified licence not identified · pointer only
Would I Lie To You? Inference Time Alignment of Language Models using Direct Preference Heads 30 May 2024 Avelina9X/direct-preference-heads/src/model/layers.py f7c918ee79c006bf unverified BSD-3-Clause (permissive)
What needs to go right for an induction head? A mechanistic study of in-context learning circuits and their formation 10 Apr 2024 identical code first harvested elsewhere 369d990a59246f7f ran · fixture could not drive it fingerprinted licence of this copy not recorded
It's Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition 8 Feb 2024 Hypotheses-Paradise/UADF/lit_llama/model.py 7137105772c52074 unverified Apache-2.0 (permissive)
Distinguishing the Knowable from the Unknowable with Language Models 5 Feb 2024 gahdritz/llm_uncertainty/lit-llama/model.py 16b3ba074f0d8074 unverified Apache-2.0 (permissive)
TinyLlama: An Open-Source Small Language Model 4 Jan 2024 jzhang38/tinyllama/lit_gpt/model.py 5728c74084e12d35 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Universal Visual Decomposer: Long-Horizon Manipulation Made Easy 12 Oct 2023 zcczhang/uvd/uvd/models/nn/transformer.py 7137105772c52074 unverified MIT (permissive)
Whispering LLaMA: A Cross-Modal Generative Error Correction Framework for Speech Recognition 10 Oct 2023 srijith-rkr/whispering-llama/lit_llama/model.py 7137105772c52074 unverified MIT (permissive)
LLaMA: Open and Efficient Foundation Language Models 27 Feb 2023 Lightning-AI/lit-llama/lit_llama/model.py 7137105772c52074 unverified Apache-2.0 (permissive)
Data Distributional Properties Drive Emergent In-Context Learning in Transformers 22 Apr 2022 aadityasingh/icl-dynamics/models.py 369d990a59246f7f ran · fixture could not drive it fingerprinted no licence file found · pointer only

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections