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GPT

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

GPT appears in the code Syntology harvested for 24 papers, as 27 distinct code bodies found in 27 places (a place is one code body under one paper). At least one of them ran in 12 of the papers; 0 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 GPT 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 13 of the 27 distinct code bodies named GPT; 14 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
13ran
14unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 7 of the 27 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

24 papers shown of 24, newest first; 27 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 6 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
Gated Recurrent Transformers: Expressive Depth through Recurrent Modulation added by Syntology 2026-08 (from id) Amr-Hegazy1/gated-recurrent-transformer/model.py 4a36068299d8769d ran · metamorphic tier: deterministic no licence file found · 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 c21ab39f1c8ed9db unverified MIT (permissive)
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations added by Syntology 2026-05 (from id) Buyun-Liang/REALISTA/src/realista.py 431ed128bf63eb08 unverified MIT (permissive)
Toward Consistent World Models with Multi-Token Prediction and Latent Semantic Enhancement added by Syntology 2026-04 (from id) QiminZhong/LSE-MTP/model.py 1efd08ec652fde62 unverified no licence file found · pointer only
JAL-Turn: Joint Acoustic-Linguistic Modeling for Real-Time and Robust Turn-Taking Detection in Full-Duplex Spoken Dialogue Systems added by Syntology 2026-03 (from id) inokoj/VAP-Realtime/vap_realtime/model.py 3ebb8347295da573 unverified MIT (permissive)
SpinGQE: A generative quantum eigensolver for spin Hamiltonians added by Syntology 2026-03 (from id) Mindbeam-AI/SpinGQE/SpinGQE.py f4834ca4037d7123 ran no licence file found · pointer only
End-to-End Driving with Online Trajectory Evaluation via BEV World Model 2 Apr 2025 liyingyanucas/wote/navsim/agents/WoTE/WoTE_model.py 1ea49f6eca6fbc1b ran Apache-2.0 (permissive)
Ca2-VDM: Efficient Autoregressive Video Diffusion Model with Causal Generation and Cache Sharing 25 Nov 2024 songweige/TATS/tats/tats_transformer.py 20e50a0db3aadd39 ran MIT (permissive)
Modular Duality in Deep Learning 28 Oct 2024 jxbz/modula/modula/compound.py 0b0b0a7cbb33546b unverified MIT (permissive)
Think While You Generate: Discrete Diffusion with Planned Denoising 8 Oct 2024 liusulin/ddpd/text8/model_planner.py bb75b8f81f09f0fe ran · metamorphic tier: deterministic MIT (permissive)
Progressive Pretext Task Learning for Human Trajectory Prediction 16 Jul 2024 iSEE-Laboratory/PPT/models/model.py 77835150b28ffdfd ran MIT (permissive)
Generative Flows on Discrete State-Spaces: Enabling Multimodal Flows with Applications to Protein Co-Design 7 Feb 2024 andrew-cr/discrete_flow_models/flow_model.py e1922d9f1d7a5832 unverified MIT (permissive)
De novo Drug Design using Reinforcement Learning with Multiple GPT Agents 21 Dec 2023 hxyfighter/molrl-mgpt/codes/model.py 6da7344caf093c78 ran · metamorphic tier: deterministic no licence file found · pointer only
EarthPT: a time series foundation model for Earth Observation 13 Sep 2023 aspiaspace/earthpt/src/model.py 94d98b2df1dae87f unverified MIT (permissive)
Learning to Solve Constraint Satisfaction Problems with Recurrent Transformer 10 Jul 2023 azreasoners/recurrent_transformer/mingpt/model.py 02f8ad27ca4c2227 ran MIT (permissive)
Hidden Biases of End-to-End Driving Models 13 Jun 2023 autonomousvision/carla_garage/team_code/transfuser.py d07d06f85b424d92 ran MIT (permissive)
Explaining RL Decisions with Trajectories 6 May 2023 karim-abdel/fact/Breakout/mk_patch_decision_transformer_atari.py e13474c6a3853a47 unverified no licence file found · pointer only
LLaMA: Open and Efficient Foundation Language Models 27 Feb 2023 abhaskumarsinha/Corpus2GPT/models/GPT.py ebfbcce998fad801 ran Apache-2.0 (permissive)
Bootstrapped Transformer for Offline Reinforcement Learning 17 Jun 2022 jannerm/trajectory-transformer/trajectory/models/transformers.py a7ea448bedb36aaa unverified MIT (permissive)
Decision Transformer: Reinforcement Learning via Sequence Modeling 2 Jun 2021 yun-kwak/decision-transformer-jax/dt_jax/gpt.py b1501ba16b463b22 unverified MIT (permissive)
Multi-Modal Fusion Transformer for End-to-End Autonomous Driving 19 Apr 2021 Kin-Zhang/mmfn/team_code/benchmarks/transfuser/model.py 594894f4b9eb35a1 ran · metamorphic tier: deterministic MIT (permissive)
Multi-Modal Fusion Transformer for End-to-End Autonomous Driving 19 Apr 2021 autonomousvision/transfuser/team_code_transfuser/transfuser.py 7a6582011815aa73 ran · metamorphic tier: deterministic MIT (permissive)
High-Fidelity Pluralistic Image Completion with Transformers 25 Mar 2021 karynaur/High-Fidelity-Pluralistic-ICT/transformer/model.py 2c0fddb7b833a3e0 ran no licence file found · pointer only
High-Fidelity Pluralistic Image Completion with Transformers 25 Mar 2021 raywzy/ICT/Transformer/models/model.py 3e55e40a74985ee9 unverified no licence file found · pointer only
Attention Is All You Need 12 Jun 2017 hannibal046/nanorwkv/modeling_gpt.py 662943680ef7ce81 unverified MIT (permissive)
arXiv:2024.findings-acl.848 CAS-SIAT-ConsistencyAI/NUMCoT/src/numcot/model/ChatGPT.py 349439852cf55990 unverified CC0-1.0 (permissive)
arXiv:2024.findings-acl.848 CAS-SIAT-ConsistencyAI/NUMCoT/src/numcot/model/GPT3.py 1f0e0ea74ad4c892 unverified CC0-1.0 (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