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build_messages

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

build_messages appears in the code Syntology harvested for 17 papers, as 18 distinct code bodies found in 18 places (a place is one code body under one paper). At least one of them ran in 6 of the papers; 3 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 build_messages 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 6 of the 18 distinct code bodies named build_messages; 12 are 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
5ran
12unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 9 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 16 papers added by Syntology. 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
Stress-Testing Efficient Responsible-AI Evaluation: When Compute Savings Change Benchmark Conclusions added by Syntology 2026-08 (from id) VectorInstitute/sustainable-rai-evaluation/src/evaluation_has_a_footprint/inference.py f1880abc92187acb unverified Apache-2.0 (permissive)
Reactivating Test-Time Scaling for Plane Geometry Problem Solving added by Syntology 2026-08 (from id) Jason8Kang/ReTTS-PGPS/src/retts_pgp/eval/evaluate.py a3a6cfa2487b4ab6 unverified licence not identified · pointer only
SeqLLM: Augmenting LLMs with Behavioral-Sequence Modeling for High-Stakes Decisions at WeChat Pay added by Syntology 2026-08 (from id) 125jx/SeqLLM/evaluation/eval_merchant_risk/eval_qwen.py a9d547ed25699663 ran fingerprinted no licence file found · pointer only
ReasonCast: Towards Explainable Time Series Forecasting with Reasoning added by Syntology 2026-08 (from id) seunghan96/reasoncast/reasoncast/train/train_reasoning_sft.py 053a3f22e2840fa6 ran · our draft was wrong no licence file found · pointer only
SALT: Salience-Aware Lexical Trie for Long-Context Compression added by Syntology 2026-07 (from id) oteomamo/SALT/salt/agents/delegate.py d1f4954d72388c6d ran MIT (permissive)
When Rubrics Change: Cross-Rubric Generalization for Critical Thinking Essay Scoring added by Syntology 2026-07 (from id) umass-ml4ed/generalization-in-essay-scoring/infer_traits.py 5f467ab96140f274 ran fingerprinted CC0-1.0 (permissive)
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning added by Syntology 2026-06 (from id) jinyangwu/OPID/utils/prompt_builder.py d5573e2aaa360199 ran MIT (permissive)
Persuasion Index: A Theory-Guided Framework for Persuasion Analysis added by Syntology 2026-06 (from id) krystalgong/Persuasion_Index_Code/lexicons/LLM_expansion/generation_prompts.py c18f2c089df0bf5a unverified Apache-2.0 (permissive)
AMEL: Accumulated Message Effects on LLM Judgments added by Syntology 2026-05 (from id) chutapp/amel/src/conversation.py da3095058bb7db5c unverified MIT (permissive)
Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR added by Syntology 2026-05 (from id) tally0818/NudgeRL/src/train/NudgeRLTrainer.py 7a369205c90fceef ran fingerprinted no licence file found · pointer only
A Systematic Analysis of the Impact of Persona Steering on LLM Capabilities added by Syntology 2026-04 (from id) cjia7/DPR/src/npti/neuron/apply_neuron_steering.py d3120aa76158afc9 unverified no licence file found · pointer only
Prompts Without Evidence: How Neuroimaging Mentions Shift Clinical Vision-Language Model Predictions added by Syntology 2026-03 (from id) long21wt/scaffold-effect/src/preamble_search.py dca19f51d4c241fd unverified no licence file found · pointer only
RANKVIDEO: Reasoning Reranking for Text-to-Video Retrieval added by Syntology 2026-02 (from id) tskow99/RANKVIDEO-Reasoning-Reranker/rankvideo/train_reranker.py 2e15b025fc5ea900 unverified no licence file found · pointer only
EvoMU: Evolutionary Machine Unlearning added by Syntology 2026-02 (from id) Batorskq/EvoMU/generate_muse.py a5ca2afdff6f10e1 unverified no licence file found · pointer only
Evaluating and Rewarding LALMs for Expressive Role-Play TTS via Mean Continuation Log-Probability added by Syntology 2026-01 (from id) y-ren16/MCLP/generate_roleplay_stepaudio2_multigpu.py 682d5ae8f0b77646 unverified Apache-2.0 (permissive)
Towards Understanding Valuable Preference Data for Large Language Model Alignment added by Syntology 2025-10 (from id) tmlr-group/TIF_LossDiff-IRM/winrate_eval/single_score_local.py 8e680b35d845de28 unverified no licence file found · pointer only
Exploring the Potential of LLMs as Personalized Assistants: Dataset, Evaluation, and Analysis 2 Jun 2025 12kimih/HiCUPID/src/train_dpo.py a8cb09c73a473dbb unverified Apache-2.0 (permissive)
Exploring the Potential of LLMs as Personalized Assistants: Dataset, Evaluation, and Analysis 2 Jun 2025 12kimih/HiCUPID/src/train_sft.py 5f8f8198f02dec22 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".

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