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remove_special_tokens

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

remove_special_tokens appears in the code Syntology harvested for 10 papers, as 7 distinct code bodies found in 12 places (a place is one code body under one paper). At least one of them ran in 8 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 remove_special_tokens 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 3 of the 7 distinct code bodies named remove_special_tokens; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
1ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
1ran
4unverified
3fingerprinted

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

10 papers shown of 10, 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. 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
LeVo: High-Quality Song Generation with Multi-Preference Alignment 9 Jun 2025 RifleZhang/LLaVA-Hound-DPO/llava_hound_dpo/inference/inference.py 4354061aab23f5b9 ran · violated contract fingerprinted no licence file found · pointer only
MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models 23 Oct 2024 identical code first harvested elsewhere 4354061aab23f5b9 ran · violated contract fingerprinted licence of this copy not recorded
MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models 23 Oct 2024 liuziyu77/mia-dpo/LLaVA-Hound-DPO/chatuniv/chatuniv_utils.py 663e3b5a6740fa0d unverified Apache-2.0 (permissive)
MIA-DPO: Multi-Image Augmented Direct Preference Optimization For Large Vision-Language Models 23 Oct 2024 liuziyu77/mia-dpo/LLaVA-Hound-DPO/llama_vid/llamavid_utils.py 160197f694bfebd8 unverified Apache-2.0 (permissive)
Improve Vision Language Model Chain-of-thought Reasoning 21 Oct 2024 riflezhang/llava-hound-dpo/llava_hound_dpo/inference/inference.py 4354061aab23f5b9 ran · violated contract fingerprinted no licence file found · pointer only
ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO 17 Jun 2024 snumprlab/SRT/inference/inference.py 4354061aab23f5b9 ran · violated contract fingerprinted no licence file found · pointer only
Direct Preference Optimization of Video Large Multimodal Models from Language Model Reward 1 Apr 2024 identical code first harvested elsewhere 4354061aab23f5b9 ran · violated contract fingerprinted licence of this copy not recorded
The Impact of Prompts on Zero-Shot Detection of AI-Generated Text 29 Mar 2024 kaito25atugich/detector/tmp/paraphraser.py f6d96afa1d60eb61 ran fingerprinted no licence file found · pointer only
MC$^2$: Towards Transparent and Culturally-Aware NLP for Minority Languages in China 14 Nov 2023 luciusssss/mlic-eval/infer.py dc6235427befec3f unverified MIT (permissive)
Longformer: The Long-Document Transformer 10 Apr 2020 a-rios/ats-models/ats_models/finetune_mbart.py bce6838014c76d1e unverified Apache-2.0 (permissive)
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention 10 Feb 2015 yurayli/image_caption_pytorch/eval_metrics.py 9bfeeae84da4c830 ran · our draft was wrong fingerprinted MIT (permissive)
Show and Tell: A Neural Image Caption Generator 17 Nov 2014 yurayli/image-caption-pytorch/eval_metrics.py 9bfeeae84da4c830 ran · our draft was wrong fingerprinted 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".

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