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perplexity

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

perplexity appears in the code Syntology harvested for 22 papers, as 21 distinct code bodies found in 22 places (a place is one code body under one paper). At least one of them ran in 9 of the papers; 1 of the code bodies carries 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 perplexity 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 8 of the 21 distinct code bodies named perplexity; 13 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
1ran · fixture could not drive it
6ran
13unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 22 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

22 papers shown of 22, newest first; 22 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 5 papers added by Syntology; 2 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
VietAIDetector: An Open-Source Zero-Shot Detector for Vietnamese AI-Generated Text added by Syntology 2026-08 (from id) trieuntu/VietAIDetector/core/metrics.py 670d1552c8b0d41e ran MIT (permissive)
Half the Experts, All the Code: One-Shot Domain Pruning of Mixture-of-Experts LLMs for Coding * added by Syntology 2026-07 (from id) anik-jha/moep/src/moep/evalx.py e844b6e07ec7a670 unverified MIT (permissive)
Chimera-Bench: A Benchmark Dataset for Epitope-Specific Antibody Design added by Syntology 2026-03 (from id) mansoor181/chimera-bench/chimera_bench/metrics.py 6e4f7de8626ec3d9 unverified MIT (permissive)
GEMSS: A Variational Method for Discovering Multiple Sparse Solutions in Classification and Regression Problems added by Syntology 2026-02 (from id) kat-er-ina/gemss_testing/algorithm_comparison/diagnostics/rq5_count.py d0aac9ca6073644b unverified no licence file found · pointer only
Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models added by Syntology 2025-08 (from id) ryehr/Consistency/src/tokenization_consistency/metrics.py 7052cf29d24fe56c unverified MIT (permissive)
Small Molecule Optimization with Large Language Models 26 Jul 2024 yerevann/chemlactica/chemlactica/eval_metrics.py 002d40978f4f7f97 ran MIT (permissive)
MeshXL: Neural Coordinate Field for Generative 3D Foundation Models 31 May 2024 openmeshlab/meshxl/eval_utils/perplexity.py d1118a4eeb6d0cf4 ran MIT (permissive)
Transformer tricks: Removing weights for skipless transformers 18 Apr 2024 openmachine-ai/transformer-tricks/transformer_tricks.py 46e983bb70feefd9 unverified MIT (permissive)
Continuous Language Model Interpolation for Dynamic and Controllable Text Generation 10 Apr 2024 skangasl/continuous-lm-interpolation/generation/evaluate_generations.py 6e005f7f71f84919 unverified no licence file found · pointer only
The Impact of Prompts on Zero-Shot Detection of AI-Generated Text 29 Mar 2024 kaito25atugich/detector/detector.py 318a521cfba1fbf1 ran no licence file found · pointer only
CultureLLM: Incorporating Cultural Differences into Large Language Models 9 Feb 2024 scarelette/culturellm/ppl.py fd57cf2785f92324 ran no licence file found · pointer only
Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text 22 Jan 2024 ahans30/binoculars/binoculars/metrics.py ed8929cad0614f0f ran BSD-3-Clause (permissive)
PREADD: Prefix-Adaptive Decoding for Controlled Text Generation 6 Jul 2023 jonnypei/acl23-preadd/utils/metrics.py 99ee132d16e7f4b7 unverified MIT (permissive)
LLMDet: A Third Party Large Language Models Generated Text Detection Tool 24 May 2023 trustedllm/llmdet/llmdet/detector.py 77f51d6b5b8208af ran · fixture could not drive it MIT (permissive)
TextDescriptives: A Python package for calculating a large variety of metrics from text 5 Jan 2023 HLasse/TextDescriptives/src/textdescriptives/components/information_theory.py bb13e20567ef2d05 unverified Apache-2.0 (permissive)
SLING: Sino Linguistic Evaluation of Large Language Models 21 Oct 2022 Yixiao-Song/SLING_Data_Code/SLING_Code/gpt3_sling.py daf29ee91adcf61e unverified MIT (permissive)
Novelty Detection in Sequential Data by Informed Clustering and Modeling 5 Mar 2021 kampmichael/noveltydetectionsequentialdata/lstm_hyperparam_search.py b0de4c65a6252c0c ran · our draft was wrong fingerprinted no licence file found · pointer only
Autoencoding Variational Inference For Topic Models 4 Mar 2017 vlukiyanov/pt-avitm/ptavitm/model.py 4b4bc8c55147a8c5 unverified MIT (permissive)
Learn&Fuzz: Machine Learning for Input Fuzzing 25 Jan 2017 m-zakeri/iust_deep_fuzz/data_neural_fuzz_pdf_obj.py 3a24d034b3b4f5cf unverified MIT (permissive)
Recurrent Neural Network Regularization 8 Sep 2014 Goodideax/lstm-negtive/ensemble.py d8b96d7fec1ed277 unverified no licence file found · pointer only
arXiv:2023.findings-emnlp.139 TrustedLLM/LLMDet/llmdet/detector.py 77f51d6b5b8208af ran · fixture could not drive it MIT (permissive)
arXiv:2023.findings-acl.805 iesl/Softmax-CPR/src/LM/result_statistics.py 1b9ead99e75d56e5 unverified Apache-2.0 (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