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create_position_ids_from_input_ids

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

create_position_ids_from_input_ids appears in the code Syntology harvested for 41 papers, as 16 distinct code bodies found in 43 places (a place is one code body under one paper). At least one of them ran in 30 of the papers; 6 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 create_position_ids_from_input_ids 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 8 of the 16 distinct code bodies named create_position_ids_from_input_ids; 8 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
5ran · our draft was wrong
0ran · fixture could not drive it
3ran
8unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 11 of the 43 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

41 papers shown of 41, newest first; 43 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; 8 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
VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation 18 Nov 2024 JT-Sun/Filtering-WoRA/models/xroberta.py 38f46ef4e03fee1c ran Apache-2.0 (permissive)
Controllable Context Sensitivity and the Knob Behind It 11 Nov 2024 kdu4108/context-vs-prior-finetuning/model_utils/mi_utils.py 640aef5d8b077b96 unverified no licence file found · pointer only
The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models 9 Oct 2024 EIT-NLP/AccuracyParadox-RLHF/reward_modeling/my_longformer.py ce0ed06559b93e81 ran fingerprinted MIT (permissive)
Propulsion: Steering LLM with Tiny Fine-Tuning 17 Sep 2024 Kowsher/Propulsion/Src/LM/roberta.py 38f46ef4e03fee1c ran no licence file found · pointer only
CLIBE: Detecting Dynamic Backdoors in Transformer-based NLP Models 2 Sep 2024 raytsang123/clibe/discriminative_backdoors/detection/modeling_roberta.py 38f46ef4e03fee1c ran Apache-2.0 (permissive)
ParGo: Bridging Vision-Language with Partial and Global Views 23 Aug 2024 bytedance/pargo/pargo/backbone/language/xlm_roberta.py 38f46ef4e03fee1c ran BSD-3-Clause (permissive)
Zero-Shot Cross-Lingual NER Using Phonemic Representations for Low-Resource Languages 23 Jun 2024 Gabriel819/zeroshot_ner/model/xphonebert.py d4903874fdec3763 ran · our draft was wrong fingerprinted no licence file found · pointer only
Thinking Forward: Memory-Efficient Federated Finetuning of Language Models 24 May 2024 Astuary/Spry/models/mezo_modeling_roberta.py 38f46ef4e03fee1c ran no licence file found · pointer only
ALaRM: Align Language Models via Hierarchical Rewards Modeling 11 Mar 2024 halfrot/ALaRM/long-form-QA/my_longformer.py ce0ed06559b93e81 ran fingerprinted Apache-2.0 (permissive)
SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval 24 Jan 2024 wusiwei0410/scimmir/src/LLM_models/My_kosmos2.py 38f46ef4e03fee1c ran no licence file found · pointer only
Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives 30 Nov 2023 facebookresearch/EgoVLPv2/EgoVLPv2/model/roberta.py da1c54dffed5d60c ran · our draft was wrong fingerprinted MIT (permissive)
MLP Fusion: Towards Efficient Fine-tuning of Dense and Mixture-of-Experts Language Models 18 Jul 2023 weitianxin/MLP_Fusion/models/roberta/modeling_roberta.py 38f46ef4e03fee1c ran no licence file found · pointer only
MLP Fusion: Towards Efficient Fine-tuning of Dense and Mixture-of-Experts Language Models 18 Jul 2023 weitianxin/MLP_Fusion/models/roberta/modeling_flax_roberta.py 6697ea7953dcb4c6 ran no licence file found · pointer only
LongCoder: A Long-Range Pre-trained Language Model for Code Completion 26 Jun 2023 microsoft/codebert/LongCoder/longcoder.py da1c54dffed5d60c ran · our draft was wrong fingerprinted MIT (permissive)
IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages 25 May 2023 ai4bharat/indictrans2/huggingface_interface/modeling_indictrans.py 336749dd7d699ef6 ran · our draft was wrong fingerprinted MIT (permissive)
A Causal View of Entity Bias in (Large) Language Models 24 May 2023 luka-group/causal-view-of-entity-bias/roberta.py 2e2109ff964bfb9c ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Text Is All You Need: Learning Language Representations for Sequential Recommendation 23 May 2023 aaronheee/recformer/recformer/models.py 6e4b78022b53cbdb ran · our draft was wrong fingerprinted no licence file found · pointer only
Reliable Gradient-free and Likelihood-free Prompt Tuning 30 Apr 2023 maohaos2/SBI_LLM/models/modeling_roberta.py bbfc47d976ee7225 unverified MIT (permissive)
WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research 30 Mar 2023 gzhu06/cacophony/src/caco/text_models/roberta_text_model.py 12a1bb1ff6ec7d06 unverified MIT (permissive)
DiffusionBERT: Improving Generative Masked Language Models with Diffusion Models 28 Nov 2022 hzfinfdu/diffusion-bert/models/modeling_roberta.py 38f46ef4e03fee1c ran Apache-2.0 (permissive)
VoLTA: Vision-Language Transformer with Weakly-Supervised Local-Feature Alignment 9 Oct 2022 ShramanPramanick/VoLTA/Pre-training/roberta.py da1c54dffed5d60c ran · our draft was wrong fingerprinted MIT (permissive)
Causal Proxy Models for Concept-Based Model Explanations 28 Sep 2022 frankaging/causal-proxy-model/models/modelings_roberta.py 38f46ef4e03fee1c ran MIT (permissive)
TIE: Topological Information Enhanced Structural Reading Comprehension on Web Pages 13 May 2022 x-lance/tie/markuplmft/models/markuplm/modeling_markuplm.py 38f46ef4e03fee1c ran MIT (permissive)
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings 21 Apr 2022 voidism/diffcse/modeling_roberta.py d4903874fdec3763 ran · our draft was wrong fingerprinted MIT (permissive)
InCoder: A Generative Model for Code Infilling and Synthesis 12 Apr 2022 eth-sri/sven/sven/model.py 336749dd7d699ef6 ran · our draft was wrong fingerprinted MIT (permissive)
LiLT: A Simple yet Effective Language-Independent Layout Transformer for Structured Document Understanding 28 Feb 2022 jpWang/LiLT/LiLTfinetune/models/LiLTRobertaLike/modeling_LiLTRobertaLike.py da1c54dffed5d60c ran · our draft was wrong fingerprinted MIT (permissive)
Should You Mask 15% in Masked Language Modeling? 16 Feb 2022 princeton-nlp/dinkytrain/huggingface/modeling_roberta_prelayernorm.py 38f46ef4e03fee1c ran MIT recorded; this copy not marked cleared · pointer only
Revisiting Parameter-Efficient Tuning: Are We Really There Yet? 16 Feb 2022 guanzhchen/petuning/model/roberta/modeling_roberta.py 38f46ef4e03fee1c ran MIT (permissive)
Revisiting Parameter-Efficient Tuning: Are We Really There Yet? 16 Feb 2022 guanzhchen/petuning/model/roberta/modeling_flax_roberta.py 6697ea7953dcb4c6 ran MIT (permissive)
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages 27 Jan 2022 e-bug/volta/volta/embeddings.py d4903874fdec3763 ran · our draft was wrong fingerprinted MIT (permissive)
Black-Box Tuning for Language-Model-as-a-Service 10 Jan 2022 jubgjf/plmtuningcompetition/models/deep_modeling_roberta.py bbfc47d976ee7225 unverified Apache-2.0 (permissive)
ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback 23 Jul 2021 mhw32/prototransformer-public/src/models/monkeypatch.py 3976dab6c53b60b0 unverified MIT (permissive)
Learned Token Pruning for Transformers 2 Jul 2021 kssteven418/ltp/src/transformers/models/ltp/modeling_ltp.py 83995d570ba89e6d unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
What to Pre-Train on? Efficient Intermediate Task Selection 16 Apr 2021 adapter-hub/efficient-task-transfer/task_selection/modeling/modeling_roberta.py bbfc47d976ee7225 unverified MIT (permissive)
A Simple Language Model for Task-Oriented Dialogue 2 May 2020 salesforce/simpletod/models/modeling_utils.py d4f3546f2ecff417 unverified BSD-3-Clause (permissive)
arXiv:aaai_33874 txsun1997/Black-Box-Tuning/models/deep_modeling_roberta.py bbfc47d976ee7225 unverified MIT (permissive)
arXiv:aaai_29850 ozyyshr/FocalReasoner/modeling_roberta_svo_graph.py da1c54dffed5d60c ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2024.findings-emnlp.286 kgarg8/Stanceformer/roberta/modeling_roberta.py 38f46ef4e03fee1c ran MIT (permissive)
arXiv:2024.findings-acl.164 potter-Zhang/Selective-Prefix-Tuning/model/roberta_select.py 38f46ef4e03fee1c ran Apache-2.0 (permissive)
arXiv:2023.findings-emnlp.107 chenxn2020/GOSE/GOSEfinetune/models/LiLTRobertaLike/modeling_LiLTRobertaLike.py da1c54dffed5d60c ran · our draft was wrong fingerprinted MIT (permissive)
arXiv:2023.acl-long.264 DAMO-NLP-SG/MVCR/src/modeling_vaeroberta.py 5ba2b30d6672d2b0 unverified MIT recorded; this copy not marked cleared · pointer only
arXiv:2023.acl-long.182 Yuanhy1997/HyPe/hype_modeling_roberta.py 38f46ef4e03fee1c ran MIT (permissive)
arXiv:2021.emnlp-main.154 Hazelsuko07/TextHide/transformers_hide/modeling_roberta.py 5b2390deea2200c9 unverified 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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