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dot_product_attention

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

dot_product_attention appears in the code Syntology harvested for 15 papers, as 10 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 7 of the papers; 1 of the code bodies carries 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 dot_product_attention 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 5 of the 10 distinct code bodies named dot_product_attention; 5 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
2ran · fixture could not drive it
3ran
5unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 3 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

15 papers shown of 15, 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. 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
Likelihood Training of Cascaded Diffusion Models via Hierarchical Volume-preserving Maps 13 Jan 2025 lihenryhfl/pcdm/nn.py 3650a2dfe2e97298 ran · fixture could not drive it Apache-2.0 (permissive)
NARAIM: Native Aspect Ratio Autoregressive Image Models 13 Oct 2024 daniel-gallo/naraim/model/pretraining.py d1eecbe4982a95d1 ran · fixture could not drive it fingerprinted no licence file found · pointer only
LLMs Are Zero-Shot Context-Aware Simultaneous Translators 19 Jun 2024 RomanKoshkin/toLLMatch/whisper-jax/whisper_jax/layers.py 2000f34f95c683d6 ran MIT (permissive)
RiNALMo: General-Purpose RNA Language Models Can Generalize Well on Structure Prediction Tasks 29 Feb 2024 lbcb-sci/rinalmo/rinalmo/model/attention.py f6afd2235cdb7855 ran Apache-2.0 (permissive)
CausalLM is not optimal for in-context learning 14 Aug 2023 google-research/causallm_icl/self_attention_patch.py 25ce8c68e697049c ran Apache-2.0 (permissive)
Improved Techniques for Maximum Likelihood Estimation for Diffusion ODEs 6 May 2023 thu-ml/i-dode/model_vdm.py f25b8c5dd6fba4a7 unverified Apache-2.0 (permissive)
Exposing and Addressing Cross-Task Inconsistency in Unified Vision-Language Models 28 Mar 2023 adymaharana/cococon/unified-io/uio/t5x_layers.py dac0288079ac279f unverified Apache-2.0 (permissive)
Robust Speech Recognition via Large-Scale Weak Supervision 6 Dec 2022 sanchit-gandhi/whisper-jax/whisper_jax/layers.py 2000f34f95c683d6 ran Apache-2.0 recorded; this copy not marked cleared · pointer only
Multi-instrument Music Synthesis with Spectrogram Diffusion 11 Jun 2022 magenta/music-spectrogram-diffusion/music_spectrogram_diffusion/layers.py dac0288079ac279f unverified Apache-2.0 (permissive)
Better plain ViT baselines for ImageNet-1k 3 May 2022 yuyangshu/retinavit/big_vision/models/attn_override.py 2c4ed3f75ab6ee14 unverified Apache-2.0 (permissive)
Controlling Conditional Language Models without Catastrophic Forgetting 1 Dec 2021 google/t5patches/t5patches/layers.py dac0288079ac279f unverified Apache-2.0 (permissive)
Variational Diffusion Models 1 Jul 2021 google-research/vdm/model_vdm.py 3650a2dfe2e97298 ran · fixture could not drive it Apache-2.0 (permissive)
SciFive: a text-to-text transformer model for biomedical literature 28 May 2021 justinphan3110/SciFive/biot5x/configs/t5/layers.py dac0288079ac279f unverified MIT (permissive)
Towards Robustifying NLI Models Against Lexical Dataset Biases 10 May 2020 owenzx/LexicalDebias-ACL2020/models/hex.py 0403fe04af127ad4 unverified MIT (permissive)
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations 26 Sep 2019 brightmart/albert_zh/modeling_google.py 847351b08a6a93c6 unverified no licence file found · pointer only

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