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majority_vote

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

majority_vote appears in the code Syntology harvested for 13 papers, as 13 distinct code bodies found in 13 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 4 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 majority_vote 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 13 distinct code bodies named majority_vote; 7 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
4ran
7unverified
4fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 13 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

13 papers shown of 13, newest first; 13 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
When Rubrics Change: Cross-Rubric Generalization for Critical Thinking Essay Scoring added by Syntology 2026-07 (from id) umass-ml4ed/generalization-in-essay-scoring/majority_vote_traits.py 965991a74fc77621 unverified CC0-1.0 (permissive)
Uncertainty-Aware Structured Data Extraction from Full CMR Reports via Distilled LLMS added by Syntology 2026-05 (from id) yuyi1005/CMR-EXTR/inference_gpt-oss-20b.py e99d52393527e4fd ran fingerprinted no licence file found · pointer only
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism 10 Jun 2025 GaryJiajia/VReST/prompt_methods/ours/our6.py ade82f4c3e15e030 ran · our draft was wrong fingerprinted no licence file found · pointer only
Adaptive Orchestration of Modular Generative Information Access Systems 24 Apr 2025 informagi/AQA/CMAB_last_swarm.py 415284d931b57325 unverified MIT (permissive)
Can LLM "Self-report"?: Evaluating the Validity of Self-report Scales in Measuring Personality Design in LLM-based Chatbots 2024-12 (from id) isle-dev/self-report/src/utils.py b798859eeff7712c unverified no licence file found · pointer only
OVT-B: A New Large-Scale Benchmark for Open-Vocabulary Multi-Object Tracking 23 Oct 2024 Coo1Sea/OVT-B-Dataset/ovtrack/datasets/bdd_video_dataset.py d669627a4785e5e9 unverified Apache-2.0 (permissive)
VoiceBench: Benchmarking LLM-Based Voice Assistants 22 Oct 2024 matthewcym/voicebench/src/evaluator/qa.py 11cff48e62b2f561 unverified Apache-2.0 (permissive)
Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System 12 Oct 2024 open-sciencelab/social_science/sci_platform/utils/scientist_utils.py 7f2d5c7d1a4ce59c ran fingerprinted Apache-2.0 (permissive)
An Empirical Study of Data Ability Boundary in LLMs' Math Reasoning 23 Feb 2024 cyzhh/MMOS/eval/evaluate.py c6427c534ee50108 ran fingerprinted no licence file found · pointer only
DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection 16 Feb 2024 whr000001/dell/ensemble/ensemble_utils.py 0df62fff81a45786 unverified MIT (permissive)
DARTH: Holistic Test-time Adaptation for Multiple Object Tracking 3 Oct 2023 mattiasegu/darth/darth/core/track/postprocessing.py d322dd3188b65f75 ran Apache-2.0 (permissive)
Say What You Mean! Large Language Models Speak Too Positively about Negative Commonsense Knowledge 10 May 2023 jiangjiechen/uncommongen/evaluation/eval_constrained_generation.py 379f828142e3c658 ran · honoured contract Apache-2.0 (permissive)
Database Reasoning Over Text 2 Jun 2021 facebookresearch/NeuralDB/modelling/src/neuraldb/convert_spj_to_predictions.py 27128b75e407172f 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