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sample_tokens

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

sample_tokens appears in the code Syntology harvested for 16 papers, as 13 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 13 of the papers; 3 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 sample_tokens 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 11 of the 13 distinct code bodies named sample_tokens; 2 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
4ran · fixture could not drive it
5ran
2unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 12 of the 17 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

16 papers shown of 16, newest first; 17 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 12 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
Self-Speculation for Faster Reasoning Models added by Syntology 2026-08 (from id) Ravi-VK/SSR/vllm/benchmarks/benchmark_prefix_caching.py b534d2300709c9f8 ran no licence file found · pointer only
Lost in a Single Vector: Improving Long-Document Retrieval with Chunk Evidence Aggregation added by Syntology 2026-06 (from id) PunchlineAAAA/DICE/dream/generation_utils.py 1891fed3a1008763 ran MIT (permissive)
TrustLDM: Benchmarking Trustworthiness in Language Diffusion Models added by Syntology 2026-06 (from id) PKU-ML/TrustLDM/generate_functions/generate_dream.py acdf3b906c266dee ran · fixture could not drive it fingerprinted CC-BY-SA-4.0 (copyleft) · pointer only
LLMSYS-HPOBench: Hyperparameter Optimization Benchmark Suite for Real-World LLM Systems added by Syntology 2026-05 (from id) ideas-labo/llmsys-hpobench/sampler/Engine/vllm_sampler/benchmark/benchmark_prefix_caching.py 493b76d45cef9f16 ran GPL-3.0 (copyleft) · pointer only
DPRM: A Plug-in Token-Ordering Module for Discrete Diffusion Models added by Syntology 27 Apr 2026 VITA-MLLM/Omni-Diffusion/omni_diffusion/models/dream/generation_utils.py 9b617164ca2a5c37 ran · fixture could not drive it fingerprinted no licence file found · pointer only
R 2 -dLLM: Accelerating Diffusion Large Language Models via Spatio-Temporal Redundancy Reduction added by Syntology 2026-04 (from id) GATECH-EIC/R2-dLLM/dream/model/generation_utils.py 1891fed3a1008763 ran no licence file found · pointer only
DepCap: Adaptive Block-Wise Parallel Decoding for Efficient Diffusion LM Inference added by Syntology 2026-04 (from id) X-Xia0828/DepCap/dream/model/generation_utils.py 1891fed3a1008763 ran no licence file found · pointer only
Search or Accelerate: Confidence-Switched Position Beam Search for Diffusion Language Models added by Syntology 2026-02 (from id) duterscmy/SOAR/eval_dream7b/generation_utils_soar.py b25f93a91b055a16 ran fingerprinted no licence file found · pointer only
DAWN: Dependency-Aware Fast Inference for Diffusion LLMs added by Syntology 2026-02 (from id) lizhuo-luo/DAWN/dream/model/generation_utils.py 1891fed3a1008763 ran MIT (permissive)
Streaming-dLLM: Accelerating Diffusion LLMs via Suffix Pruning and Dynamic Decoding added by Syntology 2026-01 (from id) xiaoshideta/Streaming-dLLM/OpenPangu/inference/generation_utils_streaming.py e79ea35422da626b ran · fixture could not drive it no licence file found · pointer only
Latent Speech-Text Transformer added by Syntology 2025-10 (from id) facebookresearch/lst/lst/generate.py 294621d07f3c12f0 unverified licence not identified · pointer only
AdaBlock-dLLM: SEMANTIC-AWARE DIFFUSION LLM INFERENCE VIA ADAPTIVE BLOCK SIZE added by Syntology 2025-09 (from id) lgxi24/AdaBlock-dLLM/dream/model/generation_utils_adablock.py bf0792b4bae5f006 ran · fixture could not drive it Apache-2.0 (permissive)
Byte Latent Transformer: Patches Scale Better Than Tokens 13 Dec 2024 facebookresearch/blt/bytelatent/generate.py 294621d07f3c12f0 unverified no licence file found · pointer only
Do Unlearning Methods Remove Information from Language Model Weights? 11 Oct 2024 aghyad-deeb/unlearning_evaluation/unlearn_corpus.py ee7b95c55394f703 ran · our draft was wrong no licence file found · pointer only
Do Unlearning Methods Remove Information from Language Model Weights? 11 Oct 2024 aghyad-deeb/unlearning_evaluation/finetune_corpus.py 9fcc0dfdb46714f9 ran · our draft was wrong no licence file found · pointer only
Multi-Objective GFlowNets 23 Oct 2022 samuelstanton/lambo/lambo/models/mlm.py 54c3c0fbd89ebc72 unverified Apache-2.0 (permissive)
MaskGIT: Masked Generative Image Transformer 8 Feb 2022 alibaba/graph-gpt/src/utils/generation_utils.py 3028b4a113e4e8f8 ran 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