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RotaryEmbedding

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

RotaryEmbedding appears in the code Syntology harvested for 27 papers, as 32 distinct code bodies found in 32 places (a place is one code body under one paper). At least one of them ran in 24 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 RotaryEmbedding 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 29 of the 32 distinct code bodies named RotaryEmbedding; 3 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
29ran
3unverified
9fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 32 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

27 papers shown of 27, newest first; 32 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 10 papers added by Syntology. 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
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 eafa1d1973ed3a8a ran · metamorphic tier: well formed fingerprinted Apache-2.0 (permissive)
The Pitfall of Scaling Up: Uncovering and Mitigating Popularity Bias Amplification in Scaling Transformer-based Recommenders added by Syntology 2026-06 (from id) Tiny-Snow/GenRec/src/genrec/models/model_seqrec/sasrec_sprint.py 75ded7213e219c95 ran fingerprinted GPL-3.0 (copyleft) · pointer only
REPAIR: Predictive Self-Supervised Representation Learning in Chess added by Syntology 2026-06 (from id) Artificial-Chrisi/RePAIR/networks.py 0d1c3f56a4f58883 ran · metamorphic tier: well formed no licence file found · pointer only
CART: Context-Anchored Recurrent Transformer * A Parameter-Efficient Architecture with Learned Stability added by Syntology 2026-06 (from id) ccapps42/CART/model/cart.py 97fbea8bac3c5277 unverified MIT (permissive)
One Model, Two Roles: Emergent Specialization in a Shared Recurrent Transformer added by Syntology 2026-05 (from id) juchengshen/air/models/air/air_1net_L2x_H2x_input_token_prepend.py ecf65cb1949cf62e unverified Apache-2.0 (permissive)
GS-Quant: Granular Semantic and Generative Structural Quantization for Knowledge Graph Completion added by Syntology 2026-04 (from id) mikumifa/GS-Quant/codebook/rqvae.py 0affb407d05e5940 ran · metamorphic tier: invariant fingerprinted Apache-2.0 (permissive)
Learning Transferable Sensor Models via Language-Informed Pretraining added by Syntology 2026-03 (from id) yuc0805/SLIP/modeling_slip.py 9e771963d3668d07 ran no licence file found · pointer only
Audio ControlNet for Fine-Grained Audio Generation and Editing added by Syntology 2026-02 (from id) haidog-yaqub/EzAudio/src/models/controlnet.py 4edb80e5146622da ran · metamorphic tier: invariant fingerprinted MIT (permissive)
LLM4Fluid: Large Language Models as Generalizable Neural Solvers for Fluid Dynamics added by Syntology 29 Jan 2026 BaratiLab/FactFormer/libs/factorization_module.py 5e01bb00ee32827d ran MIT (permissive)
Towards Generalizable PDE Dynamics Forecasting via Physics-Guided Invariant Learning added by Syntology 2025-09 (from id) LSY-Cython/iMOOE/models/framework.py be50842198a872a7 ran no licence file found · pointer only
PhysioWave: A Multi-Scale Wavelet-Transformer for Physiological Signal Representation 12 Jun 2025 ForeverBlue816/PhysioWave/model.py a85798cf89cbf21d ran · metamorphic tier: invariant fingerprinted MIT (permissive)
AdaWorld: Learning Adaptable World Models with Latent Actions 24 Mar 2025 little-podi/adaworld/lam/lam/modules/lam.py 8ad0a69c31d2ece7 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Neuron Platonic Intrinsic Representation From Dynamics Using Contrastive Learning 6 Feb 2025 ww20hust/NeurPIR/src/models/encoder.py d86a8451f50566b4 ran fingerprinted no licence file found · pointer only
UniTraj: Learning a Universal Trajectory Foundation Model from Billion-Scale Worldwide Traces 6 Nov 2024 Yasoz/UniTraj/utils/unitraj.py d49696560619a2d2 ran Apache-2.0 (permissive)
MoH: Multi-Head Attention as Mixture-of-Head Attention 15 Oct 2024 skyworkai/moe-plus-plus/MoE++/modeling_moe_plus_plus.py 4390a52a532857aa ran Apache-2.0 (permissive)
LoLCATs: On Low-Rank Linearizing of Large Language Models 14 Oct 2024 hazyresearch/lolcats/src/model/linear_attention/linear_window_attention_sw_linear.py c2be9851321e656a ran Apache-2.0 (permissive)
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution 18 Sep 2024 baichuan-inc/Baichuan-Omni-1.5/baichuan-omni/model/modeling_omni.py 7bc2a2784aabedc7 ran · metamorphic tier: deterministic Apache-2.0 (permissive)
Position Coupling: Improving Length Generalization of Arithmetic Transformers Using Task Structure 31 May 2024 hanseuljo/position-coupling/src/model/modeling/positional_embeddings.py 832341bae4409ffe unverified MIT (permissive)
ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition 23 Feb 2024 microsoft/chunk-attention/src/chunk_attn/models/llama_hf/modeling_llama.py de4dc6b3c9f22350 ran MIT (permissive)
LLaMA: Open and Efficient Foundation Language Models 27 Feb 2023 akanyaani/miniLLAMA/model.py fd513b4604a55972 ran · metamorphic tier: deterministic fingerprinted MIT (permissive)
PaLM: Scaling Language Modeling with Pathways 5 Apr 2022 conceptofmind/PaLM-flax/palm_flax/palm_flax.py c327a17241c2969e ran · metamorphic tier: deterministic MIT (permissive)
PaLM: Scaling Language Modeling with Pathways 5 Apr 2022 lucidrains/CoCa-pytorch/coca_pytorch/coca_pytorch.py 231817c8d194a68b ran · metamorphic tier: well formed MIT (permissive)
Block-Recurrent Transformers 11 Mar 2022 lucidrains/block-recurrent-transformer-pytorch/block_recurrent_transformer_pytorch/block_recurrent_transformer_pytorch.py c779f10c971c5655 ran MIT (permissive)
General-purpose, long-context autoregressive modeling with Perceiver AR 15 Feb 2022 lucidrains/perceiver-ar-pytorch/perceiver_ar_pytorch/perceiver_ar_pytorch.py f8c62fb6aaac766d ran · metamorphic tier: well formed MIT (permissive)
Improving language models by retrieving from trillions of tokens 8 Dec 2021 lucidrains/RETRO-pytorch/retro_pytorch/retro_pytorch.py 9fbc41d552de00c6 ran · metamorphic tier: well formed Apache-2.0 (permissive)
RoFormer: Enhanced Transformer with Rotary Position Embedding 20 Apr 2021 AryaAftab/rotary-embedding-tensorflow/rotary_embedding_tensorflow/rotary_embedding_tensorflow.py 0fe09c685e79fefc ran MIT (permissive)
RoFormer: Enhanced Transformer with Rotary Position Embedding 20 Apr 2021 varungumma/fairseq/fairseq/modules/rotary_embedding.py dbb6d6a0d27a25f4 ran · metamorphic tier: deterministic MIT (permissive)
RoFormer: Enhanced Transformer with Rotary Position Embedding 20 Apr 2021 airi-institute/gena_lm/src/gena_lm/modeling_bert.py 9a156a004cf5913c ran MIT (permissive)
RoFormer: Enhanced Transformer with Rotary Position Embedding 20 Apr 2021 lucidrains/rotary-embedding-torch/rotary_embedding_torch/rotary_embedding_torch.py 0a4292dfdf0c449d ran fingerprinted MIT (permissive)
RoFormer: Enhanced Transformer with Rotary Position Embedding 20 Apr 2021 baichuan-inc/baichuan-7b/models/modeling_baichuan.py d05c5eb6cdfb5b97 ran Apache-2.0 (permissive)
Generative Adversarial Transformers 1 Mar 2021 lucidrains/transganformer/transganformer/transganformer.py f655a887963da4f4 ran · metamorphic tier: invariant fingerprinted MIT (permissive)
Is Space-Time Attention All You Need for Video Understanding? 9 Feb 2021 lucidrains/TimeSformer-pytorch/timesformer_pytorch/timesformer_pytorch.py 4e0216fcf6abef9d ran · metamorphic tier: well formed MIT (permissive)

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