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mean_pooling

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

mean_pooling appears in the code Syntology harvested for 71 papers, as 32 distinct code bodies found in 74 places (a place is one code body under one paper). At least one of them ran in 61 of the papers; 13 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 mean_pooling 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 23 of the 32 distinct code bodies named mean_pooling; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
9ran · our draft was wrong
1ran · fixture could not drive it
12ran
9unverified
13fingerprinted

Licence is a property of each copy, so it is counted per place: 30 of the 74 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

71 papers shown of 71, newest first; 74 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 12 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
Trojaning the Alignment: Stealthy Backdoor Attacks against Graph Foundation Models added by Syntology 2026-08 (from id) ventr1c/STAG/dual_backdoor_trainer.py 975dab31afc23b51 ran fingerprinted Apache-2.0 (permissive)
Trojaning the Alignment: Stealthy Backdoor Attacks against Graph Foundation Models added by Syntology 2026-08 (from id) ventr1c/STAG/text-graph-grounding/model_gt.py 4ab6a5942ba98e27 ran fingerprinted Apache-2.0 (permissive)
Energy-and Memory-Efficient PEFT Methods for Personalized On-Device SLMs on Consumer GPUs added by Syntology 2026-08 (from id) Rickserd/super-duper-computing-machine/LaMP_benchmark/finetune_finalone.py 4dfdc96cd46028d2 ran fingerprinted no licence file found · pointer only
MemGraphRAG: Memory-based Multi-Agent System for Graph Retrieval-Augmented Generation added by Syntology 2026-06 (from id) XMUDeepLIT/MemGraphRAG/code/src/embedding_model/Contriever.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted MIT (permissive)
MemGraphRAG: Memory-based Multi-Agent System for Graph Retrieval-Augmented Generation added by Syntology 2026-06 (from id) XMUDeepLIT/MemGraphRAG/code/src/embedding_model/BGE.py 482812b35d0ebc18 ran fingerprinted MIT (permissive)
Less Effort, Shorter Proofs: Reinforcement Learning for Security Protocol Analysis in Tamarin added by Syntology 2026-05 (from id) MatCos/TamRL/src/models/utils.py 62a99b2d6369003d ran MIT (permissive)
Reproducing Complex Set-Compositional Information Retrieval added by Syntology 2026-05 (from id) informagi/Complex-Set-Compositional-IR/code/baselines/contriever/contriever.py d99a1c56838fe7cc ran fingerprinted no licence file found · pointer only
TRN-R1-Zero: Text-rich Network Reasoning via LLMs with Reinforcement Learning Only added by Syntology 2026-04 (from id) superallen13/TRN-R1-Zero/trn_r1_zero/prompts/build_training_dataset.py f08ad274808dce0d ran · our draft was wrong MIT (permissive)
Learning to Edit Knowledge via Instruction-based Chain-of-Thought Prompting added by Syntology 2026-04 (from id) FredJDean/CoT2Edit/inference/edit_cot.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted no licence file found · pointer only
Query as Anchor: Scenario-Adaptive User Representation via Large Language Model added by Syntology 2026-02 (from id) JhCircle/Q-Anchor/modeling.py 892a806e8ea0eea3 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
LaVPR: Benchmarking Language and Vision for Place Recognition added by Syntology 2026-02 (from id) oferidan1/LaVPR/model/LaVPR.py 9d586af2372f3979 unverified licence not identified · pointer only
Breaking the Static Graph: Context-Aware Traversal for Robust Retrieval-Augmented Generation added by Syntology 2026-02 (from id) kwunhang/CatRAG/src/catrag/embedding_model/Contriever.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted MIT (permissive)
NeuroPath: Neurobiology-Inspired Path Tracking and Reflection for Semantically Coherent Retrieval added by Syntology 2025-11 (from id) KennyCaty/NeuroPath/src/processing.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted MIT (permissive)
CORRECT: Condensed Error Recognition via Knowledge Transfer in Multi-agent Systems added by Syntology 2025-09 (from id) UIUC-MLSys/CORRECT/src/generate_trajectory_similarities.py 972474c3a3186d59 unverified licence not identified · pointer only
Enhancing Training Data Attribution with Representational Optimization 24 May 2025 sunnweiwei/airrep/airrep/modeling_airrep.py a9b8a52fdc139850 ran · our draft was wrong fingerprinted no licence file found · pointer only
Findings of the BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora 10 Apr 2025 babylm/evaluation-pipeline/transformers_modified/t5.py 99a9bbebcd3ca50f unverified MIT (permissive)
CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners 20 Mar 2025 zjunlp/CaKE/edit_utils.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted MIT (permissive)
From RAG to Memory: Non-Parametric Continual Learning for Large Language Models 20 Feb 2025 osu-nlp-group/hipporag/src/hipporag/embedding_model/Contriever.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted MIT (permissive)
Measuring Diversity in Synthetic Datasets 12 Feb 2025 identical code first harvested elsewhere 77f69af078e09830 ran · our draft was wrong licence of this copy not recorded
Improving Retrieval-Augmented Generation through Multi-Agent Reinforcement Learning 25 Jan 2025 chenyiqun/MMOA-RAG/evaluate_qr_s_g.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted no licence file found · pointer only
MediTOD: An English Dialogue Dataset for Medical History Taking with Comprehensive Annotations 18 Oct 2024 dair-iitd/MediTOD/metrics/utils.py 77f69af078e09830 ran · our draft was wrong no licence file found · pointer only
Agent-Oriented Planning in Multi-Agent Systems 3 Oct 2024 lalaliat/Agent-Oriented-Planning/embedding_model.py 77f69af078e09830 ran · our draft was wrong no licence file found · pointer only
ConflictBank: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLM 22 Aug 2024 zhaochen0110/conflictbank/quality_control.py badeb49663280ccc ran no licence file found · pointer only
Efficient Evolutionary Search Over Chemical Space with Large Language Models 23 Jun 2024 zoom-wang112358/MOLLEO/multi_objective/main/molleo_multi/mol_lm.py 3ca541ab8bce64d7 ran MIT (permissive)
Toward Optimal LLM Alignments Using Two-Player Games 16 Jun 2024 ruizheng20/gpo/gpo/sentence_embed.py 77f69af078e09830 ran · our draft was wrong Apache-2.0 (permissive)
HYDRA: Model Factorization Framework for Black-Box LLM Personalization 5 Jun 2024 night-chen/HYDRA/prompts/contriever_retriever.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted no licence file found · pointer only
Prompt Optimization with Human Feedback 27 May 2024 xqlin98/apohf/Induction/experiments/run_dbandits_image_gen.py 77f69af078e09830 ran · our draft was wrong MIT (permissive)
AGILE: A Novel Reinforcement Learning Framework of LLM Agents 23 May 2024 bytarnish/AGILE/agile/models.py 77f69af078e09830 ran · our draft was wrong MIT (permissive)
Decoding by Contrasting Knowledge: Enhancing LLMs' Confidence on Edited Facts 19 May 2024 byronbbl/deck/run_ice.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted no licence file found · pointer only
Reconstructing the Image Stitching Pipeline: Integrating Fusion and Rectangling into a Unified Inpainting Model 23 Apr 2024 yayoyo66/srstitcher/metrics/ccs.py 77f69af078e09830 ran · our draft was wrong MIT (permissive)
Protecting Your LLMs with Information Bottleneck 22 Apr 2024 UCSB-NLP-Chang/SemanticSmooth/lib/ensemble_policy.py 77f69af078e09830 ran · our draft was wrong MIT (permissive)
Pack of LLMs: Model Fusion at Test-Time via Perplexity Optimization 17 Apr 2024 cmavro/packllm/downstream_tasks/utils.py 77f69af078e09830 ran · our draft was wrong no licence file found · pointer only
Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation 9 Apr 2024 lamp-benchmark/lamp/LaMP/rank_profiles.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted no licence file found · pointer only
PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning 31 Mar 2024 pyg-team/pytorch-frame/benchmark/data_frame_text_benchmark.py fcebd39e1e7bde51 ran fingerprinted MIT (permissive)
CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP 30 Mar 2024 sreyan88/coda/Lexical-Constraints/lexical_constraints_exemplars.py 77f69af078e09830 ran · our draft was wrong no licence file found · pointer only
Curiosity-driven Red-teaming for Large Language Models 29 Feb 2024 Improbable-AI/curiosity_redteam/sentence_embed.py 77f69af078e09830 ran · our draft was wrong MIT (permissive)
Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing 25 Feb 2024 ucsb-nlp-chang/semanticsmooth/lib/ensemble_policy.py 77f69af078e09830 ran · our draft was wrong MIT (permissive)
Query Augmentation by Decoding Semantics from Brain Signals 24 Feb 2024 yeziyi1998/brain-query-augmentation/language_generation/src/data_old.py 07b0e4cab6c2d738 ran · our draft was wrong MIT (permissive)
Balanced Data Sampling for Language Model Training with Clustering 22 Feb 2024 choosewhatulike/cluster-clip/run_gen_emb.py ee3e60cc57e00353 ran · our draft was wrong Apache-2.0 (permissive)
Metacognitive Retrieval-Augmented Large Language Models 18 Feb 2024 ignorejjj/metarag/monitor.py 77f69af078e09830 ran · our draft was wrong MIT (permissive)
k-SemStamp: A Clustering-Based Semantic Watermark for Detection of Machine-Generated Text 17 Feb 2024 bohanhou14/semstamp/contrastive_trainer.py 58cb2caaccc3a3f8 ran no licence file found · pointer only
SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languages 13 Feb 2024 semantic-textual-relatedness/semantic_relatedness_semeval2024/semrel_baselines/src/evaluate_bert.py 4c3b1e4b6c6fa90e ran · our draft was wrong no licence file found · pointer only
Mission: Impossible Language Models 12 Jan 2024 jkallini/mission-impossible-language-models/edge_probing/edge_probing.py 7b8787922f993a93 ran MIT (permissive)
Unmasking and Improving Data Credibility: A Study with Datasets for Training Harmless Language Models 19 Nov 2023 Docta-ai/docta/docta/core/core_utils.py 77f69af078e09830 ran · our draft was wrong no licence file found · pointer only
Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning 16 Nov 2023 nusnlp/complex-tr/custom_qa/get_local_ranking.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted no licence file found · pointer only
Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents 1 Nov 2023 dengyang17/llm-proactive/topkg/chatgpt_self_play.py 77f69af078e09830 ran · our draft was wrong no licence file found · pointer only
Language Models As Semantic Indexers 11 Oct 2023 petergriffinjin/lmindexer/SemanticID/src/IDGen/modeling.py a32209dd55b92699 ran · fixture could not drive it fingerprinted no licence file found · pointer only
Learning Multiplex Representations on Text-Attributed Graphs with One Language Model Encoder 10 Oct 2023 petergriffinjin/metag/src/OpenLP/modeling.py a32209dd55b92699 ran · fixture could not drive it fingerprinted no licence file found · pointer only
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation 6 Oct 2023 carriex/recomp/run_extractive_compressor.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted MIT (permissive)
Fusing Models with Complementary Expertise 2 Oct 2023 hwang595/FoE-ICLR2024/lm_experiments/cnn_embedding_models.py 77f69af078e09830 ran · our draft was wrong no licence file found · pointer only
One for All: Towards Training One Graph Model for All Classification Tasks 29 Sep 2023 LechengKong/OneForAll/models/model.py 43281e60ab9405f3 ran fingerprinted MIT (permissive)
Retrieving Evidence from EHRs with LLMs: Possibilities and Challenges 8 Sep 2023 hibaahsan/chil_diagnosis_evidence/src/utils.py a32209dd55b92699 ran · fixture could not drive it fingerprinted no licence file found · pointer only
In-Context Alignment: Chat with Vanilla Language Models Before Fine-Tuning 8 Aug 2023 identical code first harvested elsewhere fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted licence of this copy not recorded
Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias 28 Jun 2023 yueyu1030/attrprompt/train_classifier/probing_model/sentence_bert.py 77f69af078e09830 ran · our draft was wrong Apache-2.0 (permissive)
Knowledge-Augmented Reasoning Distillation for Small Language Models in Knowledge-Intensive Tasks 28 May 2023 nardien/kard/dense_retriever.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted MIT (permissive)
LaMP: When Large Language Models Meet Personalization 22 Apr 2023 identical code first harvested elsewhere fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted licence of this copy not recorded
Compositional Exemplars for In-context Learning 11 Feb 2023 identical code first harvested elsewhere 77f69af078e09830 ran · our draft was wrong licence of this copy not recorded
One Embedder, Any Task: Instruction-Finetuned Text Embeddings 19 Dec 2022 HKUNLP/instructor-embedding/evaluation/prompt_retrieval/main_coda_title_gen.py 597e15632d2a22fb unverified Apache-2.0 (permissive)
CEFR-Based Sentence Difficulty Annotation and Assessment 21 Oct 2022 yukiar/CEFR-SP/src/model.py 7b7b061724169807 ran · our draft was wrong fingerprinted no licence file found · pointer only
Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble 20 Oct 2022 hyunsoocho77/lacl-official/model.py 7e7ca6d67f5c378d unverified MIT (permissive)
Factuality Enhanced Language Models for Open-Ended Text Generation 9 Jun 2022 nayeon7lee/FactualityPrompt/src/retriever.py 77f69af078e09830 ran · our draft was wrong Apache-2.0 (permissive)
Continual Pre-Training Mitigates Forgetting in Language and Vision 19 May 2022 andreacossu/continual-pretraining-nlp-vision/senteval.py 249e014939153c23 unverified MIT (permissive)
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation 6 Dec 2021 GEM-benchmark/NL-Augmenter/nlaugmenter/evaluation/evaluate_paraphrase_detection.py 61025bc373daeec1 unverified MIT (permissive)
Learning Discrete Representations via Constrained Clustering for Effective and Efficient Dense Retrieval 12 Oct 2021 jingtaozhan/repconc/src/repconc/models/dense/modeling_dense.py 07b0e4cab6c2d738 ran · our draft was wrong MIT (permissive)
Controlled Text Generation as Continuous Optimization with Multiple Constraints 4 Aug 2021 sachin19/mucoco/mucoco/losses/usim.py ee3e60cc57e00353 ran · our draft was wrong MIT (permissive)
Memory Efficient Meta-Learning with Large Images 2 Jul 2021 cambridge-mlg/LITE/src/set_encoder.py 083d7c12137fe0b7 unverified MIT (permissive)
What Makes Good In-Context Examples for GPT-$3$? 17 Jan 2021 identical code first harvested elsewhere ee3e60cc57e00353 ran · our draft was wrong licence of this copy not recorded
Multi-hop Question Generation with Graph Convolutional Network 19 Oct 2020 HLTCHKUST/MulQG/GPG/encoders/graphfusion_encoder.py 567eab7347ce0c60 ran · violated contract fingerprinted MIT (permissive)
Enhancing Few-Shot Image Classification with Unlabelled Examples 17 Jun 2020 plai-group/simple-cnaps/simple-cnaps-src/set_encoder.py 083d7c12137fe0b7 unverified MIT (permissive)
TaskNorm: Rethinking Batch Normalization for Meta-Learning 6 Mar 2020 cambridge-mlg/cnaps/src/set_encoder.py 083d7c12137fe0b7 unverified MIT (permissive)
Hierarchical Graph Network for Multi-hop Question Answering 9 Nov 2019 yuwfan/HGN/models/layers.py 567eab7347ce0c60 ran · violated contract fingerprinted MIT (permissive)
arXiv:2025.findings-acl.1365 ldilab/ECoRAG/compressor/run_compressor.py fe0e2df4d9cb5edd ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
arXiv:2025.findings-acl.1365 ldilab/ECoRAG/compressor/score_labeled_data.py b2f10572621da4e5 unverified Apache-2.0 (permissive)
arXiv:2023.findings-emnlp.540 lingchen0331/KEEP/sentence_similarity.py 77f69af078e09830 ran · our draft was wrong 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".

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