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collator

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

collator appears in the code Syntology harvested for 16 papers, as 6 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 15 of the papers; 0 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 collator 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 5 of the 6 distinct code bodies named collator; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

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

Licence is a property of each copy, so it is counted per place: 7 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

16 papers shown of 16, 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. 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
PSPO*: An Effective Process-supervised Policy Optimization for Reasoning Alignment 18 Nov 2024 direct-bit/pspo/PSPO-code/ppo_trl.py db39a7bcb4f38d1f ran · our draft was wrong Apache-2.0 (permissive)
Coevolving with the Other You: Fine-Tuning LLM with Sequential Cooperative Multi-Agent Reinforcement Learning 8 Oct 2024 Harry67Hu/CORY/imdb_train/cory.py bda36ad0c44dbd74 ran · our draft was wrong MIT (permissive)
LLMBox: A Comprehensive Library for Large Language Models 8 Jul 2024 RUCAIBox/LLMBox/training/ppo.py bda36ad0c44dbd74 ran · our draft was wrong MIT (permissive)
Q-Adapter: Customizing Pre-trained LLMs to New Preferences with Forgetting Mitigation 4 Jul 2024 LAMDA-RL/Q-Adapter/ppo_train.py fddcce152bc7d3bd ran · our draft was wrong Apache-2.0 (permissive)
DevBench: A multimodal developmental benchmark for language learning 14 Jun 2024 alvinwmtan/dev-bench/data_handling.py 5d819e34c493533d ran no licence file found · pointer only
It Takes Two: On the Seamlessness between Reward and Policy Model in RLHF 12 Jun 2024 taiminglu/seamless/code/train/rl.py fddcce152bc7d3bd ran · our draft was wrong no licence file found · pointer only
DomainRAG: A Chinese Benchmark for Evaluating Domain-specific Retrieval-Augmented Generation 9 Jun 2024 ShootingWong/DomainRAG/BCM/evaluation/tasks/Datasets.py bda36ad0c44dbd74 ran · our draft was wrong no licence file found · pointer only
Value Augmented Sampling for Language Model Alignment and Personalization 10 May 2024 idanshen/Value-Augmented-Sampling/tinyllama_hh.py fddcce152bc7d3bd ran · our draft was wrong MIT (permissive)
FLAME: Self-Supervised Low-Resource Taxonomy Expansion using Large Language Models 21 Feb 2024 sahilmishra0012/flame/kshot_ppo.py 94816bbb3c11acec ran · our draft was wrong no licence file found · pointer only
Language Model Alignment with Elastic Reset 6 Dec 2023 mnoukhov/elastic-reset/stackllama/er_training.py bda36ad0c44dbd74 ran · our draft was wrong Apache-2.0 (permissive)
Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging 17 Oct 2023 joeljang/rlphf/training/pmorl.py bda36ad0c44dbd74 ran · our draft was wrong no licence file found · pointer only
The Trickle-down Impact of Reward (In-)consistency on RLHF 28 Sep 2023 shadowkiller33/contrast-instruction/code/int8_rl_training.py bda36ad0c44dbd74 ran · our draft was wrong no licence file found · pointer only
Efficient and Effective Text Encoding for Chinese LLaMA and Alpaca 17 Apr 2023 jackaduma/Alpaca-LoRA-RLHF-PyTorch/tuning_lm_with_rl.py bda36ad0c44dbd74 ran · our draft was wrong MIT (permissive)
TrojanPuzzle: Covertly Poisoning Code-Suggestion Models 6 Jan 2023 microsoft/codegenerationpoisoning/SalesforceCodeGen/training/fine_tune.py 0bbeee52d85f7d22 unverified MIT (permissive)
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks 16 Apr 2022 naver-ai/rethinking-proxy-reward/run_ppo.py bda36ad0c44dbd74 ran · our draft was wrong Apache-2.0 (permissive)
Fine-Tuning Language Models from Human Preferences 18 Sep 2019 identical code first harvested elsewhere bda36ad0c44dbd74 ran · our draft was wrong licence of this copy not recorded

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