new_gelu
new_gelu appears in the code Syntology harvested for 11 papers, as 5 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 4 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 new_gelu 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 4 of the 5 distinct code bodies named new_gelu; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:
Licence is a property of each copy, so it is counted per place: 4 of the 12 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
11 papers shown of 11, newest first; 12 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 2 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.
| Paper | Date | File | Status Syntology | Licence |
|---|---|---|---|---|
| Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement added by Syntology | 2026-04 (from id) | QiminZhong/LSE-MTP/model.py d26a83b5dbd5eec6 |
ran · our draft was wrong fingerprinted | no licence file found · pointer only |
| Engineering FAIR Privacy-preserving Applications that Learn Histories of Disease added by Syntology | 2026-03 (from id) | episphere/delphi-onnx/amendedModel.py 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | no licence file found · pointer only |
| MagiCodec: Simple Masked Gaussian-Injected Codec for High-Fidelity Reconstruction and Generation | 31 May 2025 | Ereboas/MagiCodec/components/ops/activations.py 9112633659fb264d |
unverified | MIT (permissive) |
| Why Go Full? Elevating Federated Learning Through Partial Network Updates | 15 Oct 2024 | FLAIR-Community/Fling/fling/model/gpt.py 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | Apache-2.0 (permissive) |
| Adam Exploits $\ell_\infty$-geometry of Loss Landscape via Coordinate-wise Adaptivity | 10 Oct 2024 | mohamad-amin/adam-coordinate-adaptivity/src/model/model.py 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | MIT (permissive) |
| AstroPT: Scaling Large Observation Models for Astronomy | 23 May 2024 | identical code first harvested elsewhere 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | licence of this copy not recorded |
| Behavior Generation with Latent Actions | 5 Mar 2024 | jayLEE0301/vq_bet_official/vq_behavior_transformer/gpt.py 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | MIT (permissive) |
| COLA: Cross-city Mobility Transformer for Human Trajectory Simulation | 4 Mar 2024 | star607/cross-city-mobility-transformer/cola.py fc681ba4c42604c9 |
ran fingerprinted | MIT (permissive) |
| EarthPT: a time series foundation model for Earth Observation | 13 Sep 2023 | aspiaspace/earthPT/src/model.py b174524f6040ef73 |
ran · our draft was wrong fingerprinted | MIT (permissive) |
| EarthPT: a time series foundation model for Earth Observation | 13 Sep 2023 | aspiaspace/EarthPT/src/model.py 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | MIT (permissive) |
| Teaching Arithmetic to Small Transformers | 7 Jul 2023 | lee-ny/teaching_arithmetic/model.py 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | MIT (permissive) |
| MARS: Meta-Learning as Score Matching in the Function Space | 24 Oct 2022 | identical code first harvested elsewhere 92101b06ecbf1f1e |
ran · our draft was wrong fingerprinted | licence of this copy not recorded |
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