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jsonify

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

jsonify appears in the code Syntology harvested for 32 papers, as 4 distinct code bodies found in 32 places (a place is one code body under one paper). At least one of them ran in 31 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 jsonify 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 jsonify; 1 is 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
3ran
1unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 32 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

32 papers shown of 32, newest first; 32 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 9 papers added by Syntology; 2 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
Scaling Agentic Capabilities via Grounded Interaction Synthesis added by Syntology 2026-06 (from id) Eric8932/GAIS/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Lightweight Multimodal LLM-Enabled Cost-Effective Defect Grading of Power Transmission Equipment added by Syntology 2026-05 (from id) hiyouga/LlamaFactory/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
AGPO: Adaptive Group Policy Optimization with Dual Statistical Feedback added by Syntology 2026-05 (from id) wandugu/paper_agpo/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
ToxiTrace: Gradient-Aligned Training for Explainable Chinese Toxicity Detection added by Syntology 2026-04 (from id) hiyouga/LLaMA-Factory/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Precedent-Informed Reasoning: Mitigating Overthinking in Large Reasoning Models via Test-Time Precedent Learning added by Syntology 2026-02 (from id) Fhujinwu/TLM/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
KID: Knowledge-Injected Dual-Head Learning for Knowledge-Grounded Harmful Meme Detection added by Syntology 2026-01 (from id) PotatoDog1669/KID/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
MRO: Enhancing Reasoning in Diffusion Language Models via Multi-Reward Optimization added by Syntology 2025-10 (from id) wangclnlp/MRO/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Boosting Multi-modal Keyphrase Prediction with Dynamic Chain-of-Thought in Vision-Language Models added by Syntology 2025-10 (from id) bytedance/DynamicCoT/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
MeSH: Memory-as-State-Highways for Recursive Transformers added by Syntology 2025-10 (from id) LivingFutureLab/MeSH/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
TGDPO: Harnessing Token-Level Reward Guidance for Enhancing Direct Preference Optimization 17 Jun 2025 dvlab-research/TGDPO/src/llamafactory/api/common.py 57583cf880d95444 ran no licence file found · pointer only
ClimateChat: Designing Data and Methods for Instruction Tuning LLMs to Answer Climate Change Queries 12 Jun 2025 thu-esis/jiuzhou/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Pretraining Language Models to Ponder in Continuous Space 27 May 2025 lumia-group/ponderinglm/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Does Representation Intervention Really Identify Desired Concepts and Elicit Alignment? 24 May 2025 tmlr-group/COCA/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
MPO: Multilingual Safety Alignment via Reward Gap Optimization 22 May 2025 circle-hit/MPO/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization 13 Mar 2025 Fancy-MLLM/R1-onevision/LLaMA-Factory/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Earlier Tokens Contribute More: Learning Direct Preference Optimization From Temporal Decay Perspective 20 Feb 2025 LotuSrc/D2PO/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Critique Fine-Tuning: Learning to Critique is More Effective than Learning to Imitate 29 Jan 2025 TIGER-AI-Lab/CritiqueFineTuning/train/LLaMA-Factory/src/llamafactory/api/common.py 57583cf880d95444 ran MIT (permissive)
LLM-Neo: Parameter Efficient Knowledge Distillation for Large Language Models 11 Nov 2024 wutaiqiang/shadow-ft/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Weak-to-Strong Preference Optimization: Stealing Reward from Weak Aligned Model 24 Oct 2024 zwhong714/weak-to-strong-preference-optimization/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
EffiCoder: Enhancing Code Generation in Large Language Models through Efficiency-Aware Fine-tuning 14 Oct 2024 huangd1999/EffiCoder/LLaMA-Factory/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Packing Analysis: Packing Is More Appropriate for Large Models or Datasets in Supervised Fine-tuning 10 Oct 2024 shuhewang1998/packing-analysis/src/llmtuner/api/common.py 57583cf880d95444 ran no licence file found · pointer only
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks 20 Sep 2024 xnhyacinth/nesycd/src/llamafactory/api/common.py 57583cf880d95444 ran no licence file found · pointer only
$\textit{SKIntern}$: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models 20 Sep 2024 xnhyacinth/skintern/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
BotEval: Facilitating Interactive Human Evaluation 25 Jul 2024 isi-nlp/boteval/boteval/utils.py ed39231425f287ab ran Apache-2.0 (permissive)
RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization 10 Jul 2024 huangowen/rolora/src/llamafactory/api/common.py 57583cf880d95444 ran no licence file found · pointer only
Time Sensitive Knowledge Editing through Efficient Finetuning 6 Jun 2024 hiyouga/llama-factory/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Large Language Models for Cyber Security: A Systematic Literature Review 8 May 2024 hiyouga/llama-efficient-tuning/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models 20 Mar 2024 BachOzean/TadE/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
Physical Symbolic Optimization 6 Dec 2023 cavalab/srbench/experiment/utils.py a39ece6979136a35 ran GPL-3.0 (copyleft) · pointer only
A Survey of Large Language Models 31 Mar 2023 xusenlinzy/api-for-open-llm/api/common.py e6f6857273f4b6df unverified Apache-2.0 (permissive)
arXiv:2025.findings-acl.462 Javkonline/AMoPO/src/llamafactory/api/common.py 57583cf880d95444 ran Apache-2.0 (permissive)
arXiv:2025.emnlp-main.900 Ayon128/BANMIME/Misogyny_Code/Fine-Tuning/src/llamafactory/api/common.py 57583cf880d95444 ran 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