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chat_gpt

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

chat_gpt appears in the code Syntology harvested for 5 papers, as 6 distinct code bodies found in 8 places (a place is one code body under one paper). At least one of them ran in 0 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 chat_gpt 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 0 of the 6 distinct code bodies named chat_gpt; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
0ran
6unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 8 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

5 papers shown of 5, newest first; 8 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 1 papers added by Syntology; 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
Embedding Trust: Semantic Isotropy Predicts Nonfactuality in Long-Form Text Generation added by Syntology 2025-10 (from id) dhrupadb/semantic_isotropy/lib/python/semantic_isotropy/llm/chat.py be3e7e1de0d35f5e unverified Apache-2.0 (permissive)
SPaR: Self-Play with Tree-Search Refinement to Improve Instruction-Following in Large Language Models 16 Dec 2024 thu-coai/SPaR/src/tree_search.py 6af0652b632cb33b unverified Apache-2.0 (permissive)
TDAG: A Multi-Agent Framework based on Dynamic Task Decomposition and Agent Generation 15 Feb 2024 yxwang8775/tdag/run/run_webshop.py 28521e6bc5ae5c0b unverified no licence file found · pointer only
TDAG: A Multi-Agent Framework based on Dynamic Task Decomposition and Agent Generation 15 Feb 2024 yxwang8775/tdag/utils/api_service.py d4800823ff95ae22 unverified no licence file found · pointer only
Black-Box Prompt Optimization: Aligning Large Language Models without Model Training 7 Nov 2023 thu-coai/bpo/src/data_construction/chatgpt_infer.py c6e5695547deaf80 unverified Apache-2.0 (permissive)
Black-Box Prompt Optimization: Aligning Large Language Models without Model Training 7 Nov 2023 thu-coai/bpo/src/evaluation/gpt4_score.py 1350e6afade56462 unverified Apache-2.0 (permissive)
arXiv:2024.acl-long.176 thu-coai/BPO/src/data_construction/chatgpt_infer.py c6e5695547deaf80 unverified Apache-2.0 (permissive)
arXiv:2024.acl-long.176 thu-coai/BPO/src/evaluation/gpt4_score.py 1350e6afade56462 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