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dcg

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

dcg appears in the code Syntology harvested for 14 papers, as 13 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 5 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 dcg 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 13 distinct code bodies named dcg; 7 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
6ran
7unverified
3fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 15 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

14 papers shown of 14, newest first; 15 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 6 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
From Association to Causation: Improving Retrieval Precision of Retrieval-Augmented Generation via Causal Relations and an Attention Mechanism added by Syntology 2026-08 (from id) Silk-Road/causal-rag-rerank/experiment_reranker.py 3c39341b2d76ace9 ran fingerprinted licence not identified · pointer only
Do Current Retrievers Cover All the Evidence? A Controlled Study of Conjunctive Cross-Page Retrieval added by Syntology 2026-07 (from id) sunggukcha/n_clue/reproduce.py 6eb3f7d87356d97a ran fingerprinted licence not identified · pointer only
Do Current Retrievers Cover All the Evidence? A Controlled Study of Conjunctive Cross-Page Retrieval added by Syntology 2026-07 (from id) sunggukcha/n_clue/code/evaluate.py c266a10d274e0294 ran fingerprinted licence not identified · pointer only
Control-Plane Placement Shapes Forgetting: An Architectural Study of Agent Memory Across Thirteen System Configurations added by Syntology 2026-06 (from id) deeplethe/lethe/bench/mempalace_bench.py d57d8272b00e38b9 ran MIT (permissive)
RealMem: Benchmarking LLMs in Real-World Memory-Driven Interaction added by Syntology 2026-01 (from id) AvatarMemory/RealMemBench/eval/compute_auto_metrics_for_realmem.py c8f76a04b5265a70 unverified Apache-2.0 (permissive)
Does Memory Need Graphs? A Unified Framework and Empirical Analysis for Long-Term Dialog Memory added by Syntology 2026-01 (from id) AvatarMemory/UnifiedMem/evals/lme_eval_utils.py c8f76a04b5265a70 unverified no licence file found · pointer only
LLM-Guided Semantic Relational Reasoning for Multimodal Intent Recognition added by Syntology 2025-09 (from id) thuiar/LGSRR/methods/LGSRR/loss.py 9b090a000fcecd10 unverified MIT (permissive)
Offline Model-Based Optimization by Learning to Rank 15 Oct 2024 lamda-bbo/Offline-RaM/losses/neuralNDCG.py f40a7926c73e49c1 ran no licence file found · pointer only
LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory 14 Oct 2024 xiaowu0162/longmemeval/src/retrieval/eval_utils.py c8f76a04b5265a70 unverified MIT (permissive)
Multi-Behavior Generative Recommendation 27 May 2024 anananan116/MBGen/trainer/evaluation.py 5ebb9e3fd5b4a503 unverified Apache-2.0 (permissive)
Ranked List Truncation for Large Language Model-based Re-Ranking 28 Apr 2024 chuanmeng/rlt4reranking/rlt/retrieval_labels.py f4a6bc68677e0d0a ran no licence file found · pointer only
Neural Re-ranking in Multi-stage Recommender Systems: A Review 14 Feb 2022 librerank-community/librerank/librerank/ranker.py 004233e23c2f2f2c unverified MIT (permissive)
Universal Sentence Encoder 29 Mar 2018 MirkoLenz/ReCAP-Argument-Graph-Retrieval/recap_agr/libs/ndcg.py b21be746b7a81ea3 unverified Apache-2.0 (permissive)
Variational Autoencoders for Collaborative Filtering 16 Feb 2018 amoussawi/recoder/recoder/metrics.py ff00d18b0b2b2c4e unverified MIT (permissive)
Multi-Dimensional Recurrent Neural Networks 14 May 2007 jzbjyb/rri_match/metric.py 34a2a38a33c779ed 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