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extract_content

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

extract_content appears in the code Syntology harvested for 17 papers, as 16 distinct code bodies found in 18 places (a place is one code body under one paper). At least one of them ran in 12 of the papers; 8 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 extract_content 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 10 of the 16 distinct code bodies named extract_content; 6 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
2ran · our draft was wrong
0ran · fixture could not drive it
7ran
6unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 8 of the 18 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

17 papers shown of 17, newest first; 18 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; 3 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
The Granularity Gap: A Multi-Dimensional Cross-Generational Audit of Sycophancy in Gemini Models added by Syntology 2026-06 (from id) pskeough/The-Granularity-Gap/pipeline/01_run_panel.py 8d568be75e039c26 ran licence not identified · pointer only
DecEx-RAG: Boosting Agentic Retrieval-Augmented Generation with Decision and Execution Optimization via Process Supervision added by Syntology 2025-10 (from id) sdsxdxl/DecEx-RAG/rollout.py 507009efa4744397 unverified no licence file found · pointer only
SuperWriter: Reflection-Driven Long-Form Generation with Large Language Models 4 Jun 2025 mozhu621/superwriter/Agent/Super_write_agent.py af5438bff5c31194 ran · our draft was wrong fingerprinted no licence file found · pointer only
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search 13 Mar 2025 tiger-ai-lab/visualwebinstruct/VisualWebInstruct/acc_tree.py 2d25b921e96b5b59 unverified MIT (permissive)
QueryAttack: Jailbreaking Aligned Large Language Models Using Structured Non-natural Query Language 13 Feb 2025 horizonsinzqs/queryattack/evaluate_responses.py 36d4f4fdeeda8117 ran · honoured contract fingerprinted MIT (permissive)
EpiCoder: Encompassing Diversity and Complexity in Code Generation 8 Jan 2025 DeepLearnXMU/EpiCoder/debug/run_test_iter0.py e3c9ed0f508ba2ea unverified MIT recorded; this copy not marked cleared · pointer only
EpiCoder: Encompassing Diversity and Complexity in Code Generation 8 Jan 2025 microsoft/EpiCoder/gen/gen_code.py d0f9fa36c5d6a449 unverified MIT (permissive)
Locking Down the Finetuned LLMs Safety 14 Oct 2024 zhu-minjun/safetylock/eval/eval_utils/openai_gpt4_judge.py e3b723ac5b19f39c ran fingerprinted no licence file found · pointer only
Cascade Reward Sampling for Efficient Decoding-Time Alignment 24 Jun 2024 lblaoke/CARDS/evaluation/eval_ai.py cf6e7912b92ce301 ran fingerprinted no licence file found · pointer only
Is poisoning a real threat to LLM alignment? Maybe more so than you think 17 Jun 2024 pankayaraj/RLHFPoisoning/evaluation/gpt_4_evaluation_script.py cf6e7912b92ce301 ran fingerprinted Apache-2.0 (permissive)
What is in Your Safe Data? Identifying Benign Data that Breaks Safety 1 Apr 2024 princeton-nlp/benign-data-breaks-safety/safety_evaluation/eval_utils/openai_gpt4_judge.py e28da1bf4c00b938 ran fingerprinted no licence file found · pointer only
AutoDefense: Multi-Agent LLM Defense against Jailbreak Attacks 2 Mar 2024 xhmy/autodefense/evaluator/gpt4_evaluator.py b5d083a56fe636a1 ran · our draft was wrong fingerprinted MIT (permissive)
ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs 19 Feb 2024 uw-nsl/ArtPrompt/jailbreak/safe_eval.py 48fa5a3bd20a9af2 ran fingerprinted MIT (permissive)
CodeAgent: Autonomous Communicative Agents for Code Review 2024-02 (from id) code4agent/codeagent/Baselines/codeBERT.py 7744c07018b338f3 ran no licence file found · pointer only
How Johnny Can Persuade LLMs to Jailbreak Them: Rethinking Persuasion to Challenge AI Safety by Humanizing LLMs 12 Jan 2024 chats-lab/persuasive_jailbreaker/PAP_Better_Incontext_Sample/mutation_utils.py 04e9ab3c39976275 ran fingerprinted Apache-2.0 (permissive)
arXiv:2025.findings-emnlp.479 FoundationAgents/SPO/utils/llm_client.py d78a68f48b9d2a41 unverified MIT (permissive)
arXiv:2025.findings-acl.298 horizonsinzqs/QueryAttack/evaluate_responses.py 36d4f4fdeeda8117 ran · honoured contract fingerprinted MIT (permissive)
arXiv:2025.acl-long.851 uw-nsl/SafeDecoding/exp/safe_eval.py 00a0bbf79e4f82c8 unverified MIT (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