Home › Code › get_probs

get_probs

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

get_probs appears in the code Syntology harvested for 15 papers, as 15 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 7 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 get_probs 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 6 of the 15 distinct code bodies named get_probs; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
4ran
9unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 16 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

15 papers shown of 15, newest first; 16 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.

PaperDateFileStatus SyntologyLicence
REALISTA: Realistic Latent Adversarial Attacks that Elicit LLM Hallucinations added by Syntology 2026-05 (from id) Buyun-Liang/REALISTA/src/realista.py 33179574bc5bb0fb ran · honoured contract MIT (permissive)
SECA: Semantically Equivalent and Coherent Attacks for Eliciting LLM Hallucinations added by Syntology 2025-10 (from id) Buyun-Liang/SECA/src/seca.py c908cca1a7b8292d ran · honoured contract MIT (permissive)
Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs 27 Dec 2024 Zhe-Young/SelfCorrectDecompose/eval_logits.py fcc620fb7cb1bb32 unverified no licence file found · pointer only
The Fundamental Limit of Jet Tagging 2024-11 (from id) hreyes91/fun-jet-tagging/evaluate_probabilities.py 85eabcf1cc1d64de unverified no licence file found · pointer only
Label-wise Aleatoric and Epistemic Uncertainty Quantification 4 Jun 2024 YSale/label-uq/holdout/data.py 259d23a3b6e83ce7 ran GPL-3.0 (copyleft) · pointer only
UnMarker: A Universal Attack on Defensive Image Watermarking 14 May 2024 andrekassis/ai-watermark/modules/metrics.py 1fcfde9ab79b02fa ran fingerprinted licence not identified · pointer only
Event Causality Is Key to Computational Story Understanding 16 Nov 2023 insundaycathy/event-causality-extraction/copes/src/metric_utils.py 50bc28c5417a08cb ran no licence file found · pointer only
A Geometric Notion of Causal Probing 27 Jul 2023 rycolab/causalgeom/src/evals/eval_utils.py 2b8954785d15209e ran no licence file found · pointer only
COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspective 9 May 2023 hkust-knowcomp/cola/src/metric_utils.py 50bc28c5417a08cb ran MIT (permissive)
Detecting Label Errors in Token Classification Data 8 Oct 2022 cleanlab/token-label-error-benchmarks/utils.py 3c41a5bdbdfce314 unverified Apache-2.0 (permissive)
Less is More: Summary of Long Instructions is Better for Program Synthesis 16 Mar 2022 kurbster/prompt-summarization/src/lib/experiment_results.py 757f47477f49345b unverified Apache-2.0 (permissive)
Aligning AI With Shared Human Values 5 Aug 2020 hendrycks/ethics/commonsense/tune.py 2f5b3526f6ef2843 unverified MIT (permissive)
Confident Learning: Estimating Uncertainty in Dataset Labels 31 Oct 2019 cgnorthcutt/confidentlearning-reproduce/cifar10/cifar10_train_crossval.py c84054e10c7be2c8 unverified licence not identified · pointer only
Confident Learning: Estimating Uncertainty in Dataset Labels 31 Oct 2019 chang-yue/ctrl/cifar10/cifar10_train.py 2a12b21504e8e284 unverified MIT (permissive)
Bayesian Evidential Deep Learning with PAC Regularization 3 Jun 2019 manuelhaussmann/bedl/exp_classification.py 6397d83663620ac0 unverified no licence file found · pointer only
Active Learning for Convolutional Neural Networks: A Core-Set Approach 1 Aug 2017 svdesai/coreset-al/active_learn.py fd7c9e6b29c78cbd unverified no licence file found · pointer only

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