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sample_top_p

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

sample_top_p appears in the code Syntology harvested for 35 papers, as 10 distinct code bodies found in 36 places (a place is one code body under one paper). At least one of them ran in 24 of the papers; 2 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_top_p 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 7 of the 10 distinct code bodies named sample_top_p; 3 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
0ran · fixture could not drive it
6ran
3unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 24 of the 36 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

35 papers shown of 35, newest first; 36 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 4 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
Ghosted Layers: Unconstrained Activation Alignment for Recovering Layer-Pruned LLMs added by Syntology 2026-05 (from id) sramshetty/ShortGPT/short_gpt/short_llama.py ab63b7d19f77cc5c ran MIT (permissive)
EnergyLens: Predictive Energy-Aware Exploration for Multi-GPU LLM Inference Optimization added by Syntology 2026-05 (from id) meta-llama/llama3/llama/generation.py 83cc3c258873fe88 ran licence not identified · pointer only
Back to Basics: Let Conversational Agents Remember with Just Retrieval and Generation added by Syntology 2026-04 (from id) qingyue2014/Rsum/llama/generation.py e28848558038eee4 unverified no licence file found · pointer only
Latent Speech-Text Transformer added by Syntology 2025-10 (from id) facebookresearch/lst/lst/generate.py 2f2141ad0c4f3dbd unverified licence not identified · pointer only
Byte Latent Transformer: Patches Scale Better Than Tokens 13 Dec 2024 facebookresearch/blt/bytelatent/generate.py 2f2141ad0c4f3dbd unverified no licence file found · pointer only
MuMu-LLaMA: Multi-modal Music Understanding and Generation via Large Language Models 2024-12 (from id) shansongliu/MuMu-LLaMA/MuMu-LLaMA/llama/utils.py 8845976729f4c4ee ran · our draft was wrong fingerprinted MIT (permissive)
Large-scale moral machine experiment on large language models 11 Nov 2024 kztakemoto/mmllm/llama/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
Can Language Models Perform Robust Reasoning in Chain-of-thought Prompting with Noisy Rationales? 31 Oct 2024 tmlr-group/NoisyRationales/llm_model/llama/generation.py e28848558038eee4 unverified no licence file found · pointer only
Structure Language Models for Protein Conformation Generation 24 Oct 2024 lujiarui/esmdiff/slm/sample_hf.py e28848558038eee4 unverified no licence file found · pointer only
Mini-Omni2: Towards Open-source GPT-4o with Vision, Speech and Duplex Capabilities 15 Oct 2024 gpt-omni/mini-omni2/litgpt/generate/base.py a2d9cc3c4221f547 ran fingerprinted MIT (permissive)
On the Influence of Gender and Race in Romantic Relationship Prediction from Large Language Models 5 Oct 2024 facebookresearch/llama/llama/generation.py e28848558038eee4 unverified no licence file found · pointer only
Counterfactual Token Generation in Large Language Models 25 Sep 2024 networks-learning/counterfactual-llms/src/llama3/llama/generation.py 841e0eb44df294a1 ran no licence file found · pointer only
Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming 29 Aug 2024 gpt-omni/mini-omni/litgpt/generate/base.py a2d9cc3c4221f547 ran fingerprinted MIT (permissive)
DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language Models 4 Aug 2024 wbw520/DiReCT/llama/generation.py 83cc3c258873fe88 ran no licence file found · pointer only
An Investigation of Neuron Activation as a Unified Lens to Explain Chain-of-Thought Eliciting Arithmetic Reasoning of LLMs 18 Jun 2024 dakingrai/neuron-analysis-cot-arithmetic-reasoning/llama/generation.py e28848558038eee4 unverified no licence file found · pointer only
Superposed Decoding: Multiple Generations from a Single Autoregressive Inference Pass 28 May 2024 RAIVNLab/SuperposedDecoding/superposed/llama/generation.py 128a40bb8f1f26ef ran licence not identified · pointer only
Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length 12 Apr 2024 xuezhemax/megalodon/megalodon/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted MIT (permissive)
OpenBias: Open-set Bias Detection in Text-to-Image Generative Models 11 Apr 2024 picsart-ai-research/openbias/llama/generation.py e28848558038eee4 unverified no licence file found · pointer only
PREGO: online mistake detection in PRocedural EGOcentric videos 2 Apr 2024 aleflabo/PREGO/step_anticipation/llama/generation.py e28848558038eee4 unverified MIT (permissive)
TOD3Cap: Towards 3D Dense Captioning in Outdoor Scenes 28 Mar 2024 jxbbb/tod3cap/tod3cap_camera/llama/utils.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
Fast Adversarial Attacks on Language Models In One GPU Minute 23 Feb 2024 vinusankars/beast/arutils.py e26c6aee991a471a ran no licence file found · pointer only
Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement 9 Feb 2024 morning9393/etpo/etpo/models/codellama/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
E-EVAL: A Comprehensive Chinese K-12 Education Evaluation Benchmark for Large Language Models 29 Jan 2024 ai-edu-lab/e-eval/code/evaluator_series/evaluators/llama.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
Pre-trained Large Language Models for Financial Sentiment Analysis 10 Jan 2024 luosting/LLaMA-Financial-sentiment-analysis/llm-sentiment-analysis-main/llama_train/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
Pre-trained Large Language Models for Financial Sentiment Analysis 10 Jan 2024 luosting/LLaMA-Financial-sentiment-analysis/llm-sentiment-analysis-main/llama/generation.py e28848558038eee4 unverified no licence file found · pointer only
Vamos: Versatile Action Models for Video Understanding 22 Nov 2023 brown-palm/Vamos/finetune/llama/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted MIT (permissive)
DialogueLLM: Context and Emotion Knowledge-Tuned Large Language Models for Emotion Recognition in Conversations 17 Oct 2023 Dreamyao516/DialogueLLM/llama/generation.py e28848558038eee4 unverified MIT (permissive)
GraphLLM: Boosting Graph Reasoning Ability of Large Language Model 9 Oct 2023 mistyreed63849/graph-llm/llama/model_utils.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
Misusing Tools in Large Language Models With Visual Adversarial Examples 4 Oct 2023 ZihanWangKi/VLMToolMisuse/llama_adapter/utils.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following 1 Sep 2023 ziyuguo99/point-bind_point-llm/Point-LLM/llama/utils.py 8845976729f4c4ee ran · our draft was wrong fingerprinted MIT (permissive)
Code Llama: Open Foundation Models for Code 24 Aug 2023 facebookresearch/codellama/llama/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
Llama 2: Open Foundation and Fine-Tuned Chat Models 18 Jul 2023 IBM/Dromedary/llama_dromedary/llama_dromedary/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted GPL-3.0 (copyleft) · pointer only
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings 19 May 2023 lichenghaobuaa/tokenlearning/llama/model.py 8845976729f4c4ee ran · our draft was wrong fingerprinted no licence file found · pointer only
C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models 15 May 2023 hkust-nlp/ceval/code/evaluator_series/evaluators/llama.py 8845976729f4c4ee ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2024.findings-emnlp.687 IAAR-Shanghai/FastMem/src/train_and_inference.py cc1472eec7c03470 unverified Apache-2.0 (permissive)
arXiv:2023.emnlp-main.534 PreferredAI/superposed-topics/llama/generation.py 8845976729f4c4ee ran · our draft was wrong fingerprinted 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