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with_incremental_state

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

with_incremental_state appears in the code Syntology harvested for 12 papers, as 6 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 12 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 with_incremental_state 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 6 distinct code bodies named with_incremental_state; 0 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
0ran · fixture could not drive it
2ran
0unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 2 of the 12 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

12 papers shown of 12, newest first; 12 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 2 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
Contextualizing Biological Language Models across Modalities via Logit-Space Contrastive Alignment added by Syntology 2026-06 (from id) facebookresearch/esm/esm/multihead_attention.py ee6aaaeaaec268cb ran MIT (permissive)
Learning task-specific subspaces via interventional post-training of speech foundation models added by Syntology 2026-06 (from id) s3prl/s3prl/s3prl/upstream/distiller/model.py 9796f8130e50f5a7 ran · our draft was wrong Apache-2.0 (permissive)
Generative Modeling of Molecular Dynamics Trajectories 26 Sep 2024 bjing2016/mdgen/mdgen/model/mha.py ee6aaaeaaec268cb ran MIT (permissive)
ProteinGPT: Multimodal LLM for Protein Property Prediction and Structure Understanding 21 Aug 2024 ProteinGPT/ProteinGPT/src/esm/multihead_attention.py ee6aaaeaaec268cb ran MIT (permissive)
DGR-MIL: Exploring Diverse Global Representation in Multiple Instance Learning for Whole Slide Image Classification 4 Jul 2024 ChongQingNoSubway/DGR-MIL/models/dgrmil.py ca9bdbc3dff7c5f4 ran · our draft was wrong MIT (permissive)
Breaking the Curse of Multilinguality with Cross-lingual Expert Language Models 19 Jan 2024 blvns/x-elm/metaseq/incremental_decoding_utils.py 1dcaa0202f989ada ran Apache-2.0 (permissive)
Holistic Exploration on Universal Decompositional Semantic Parsing: Architecture, Data Augmentation, and LLM Paradigm 25 Jul 2023 hexuandeng/hexp4uds/heuds/models/incremental_decoding_utils.py 1c080baa3e6b2197 ran · our draft was wrong Apache-2.0 (permissive)
Self-supervised Fine-tuning for Improved Content Representations by Speaker-invariant Clustering 18 May 2023 vectominist/spin/s3prl_py/wav2vec2_model.py 9796f8130e50f5a7 ran · our draft was wrong MIT (permissive)
OPT: Open Pre-trained Transformer Language Models 2 May 2022 facebookresearch/metaseq/metaseq/incremental_decoding_utils.py 1dcaa0202f989ada ran MIT recorded; this copy not marked cleared · pointer only
On Vision Features in Multimodal Machine Translation 17 Mar 2022 libeineu/fairseq_mmt/fairseq/modules/selective_attention.py 1c080baa3e6b2197 ran · our draft was wrong MIT (permissive)
Modeling Dual Read/Write Paths for Simultaneous Machine Translation 17 Mar 2022 pytorch/fairseq/fairseq/sequence_generator.py a0f6171fabf48af6 ran · our draft was wrong MIT (permissive)
Unsupervised Speech Recognition 24 May 2021 marccanby/bidi_decoding/fairseq/incremental_decoding_utils.py 1c080baa3e6b2197 ran · our draft was wrong MIT recorded; this copy not marked cleared · 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