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post_process_output

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

post_process_output appears in the code Syntology harvested for 10 papers, as 4 distinct code bodies found in 10 places (a place is one code body under one paper). At least one of them ran in 8 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 post_process_output 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 3 of the 4 distinct code bodies named post_process_output; 1 is 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
2ran
1unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 10 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

10 papers shown of 10, newest first; 10 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; 1 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
Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean 18 Apr 2024 lean-dojo/leancopilot/python/external_models/external_parser.py c749b8610036b291 ran MIT (permissive)
VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark 12 Mar 2024 X-PLUG/mPLUG-Owl/mPLUG-Owl/serve/model_utils.py 607a861da4671ce5 ran fingerprinted MIT (permissive)
DualFocus: Integrating Macro and Micro Perspectives in Multi-modal Large Language Models 22 Feb 2024 InternLM/InternLM-XComposer/InternLM-XComposer-1.0/demo_asset/serve_utils.py 607a861da4671ce5 ran fingerprinted Apache-2.0 (permissive)
EFUF: Efficient Fine-grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models 15 Feb 2024 starreeze/efuf/Owl/serve/model_utils.py 607a861da4671ce5 ran fingerprinted GPL-3.0 (copyleft) · pointer only
Honeybee: Locality-enhanced Projector for Multimodal LLM 11 Dec 2023 kakaobrain/honeybee/serve/model_utils.py 607a861da4671ce5 ran fingerprinted no licence file found · pointer only
UReader: Universal OCR-free Visually-situated Language Understanding with Multimodal Large Language Model 8 Oct 2023 lukeforeveryoung/ureader/serve/model_utils.py 607a861da4671ce5 ran fingerprinted Apache-2.0 (permissive)
PandaLM: An Automatic Evaluation Benchmark for LLM Instruction Tuning Optimization 8 Jun 2023 weopenml/pandalm/pandalm/run-gradio.py 14bd70346084e2e2 ran · our draft was wrong Apache-2.0 (permissive)
Closing the Loop for Robotic Grasping: A Real-time, Generative Grasp Synthesis Approach 2018-04 (from id) SteveHao74/ggcnn_shahao/models/common.py 1a944ae0e5992dc3 unverified BSD-3-Clause (permissive)
Real-Time Grasp Detection Using Convolutional Neural Networks 9 Dec 2014 hamed-hosseini/ggcnn/models/common.py 1a944ae0e5992dc3 unverified BSD-3-Clause (permissive)
arXiv:2023.findings-emnlp.187 LukeForeverYoung/UReader/serve/model_utils.py 607a861da4671ce5 ran fingerprinted 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