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read_txt

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

read_txt appears in the code Syntology harvested for 41 papers, as 34 distinct code bodies found in 41 places (a place is one code body under one paper). At least one of them ran in 20 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 read_txt 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 16 of the 34 distinct code bodies named read_txt; 18 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
12ran
18unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 15 of the 41 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; 41 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; 3 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
Aspect-Based Sentiment Evolution and its Correlation with Review Rounds in Multi-Round Peer Reviews: A Deep Learning Approach added by Syntology 2026-06 (from id) RuxueHan/Aspect-Sentiment-Analysis-of-Peer-Review-in-NC/Code/Round_Split.py 1b10fbcf02853370 ran no licence file found · pointer only
CBRS: Cognitive Blood Request System with Bilingual Dataset and Dual-Layer Filtering for Multi-Platform Social Streams added by Syntology 2026-04 (from id) aaniksahaa/CBRS/util.py 6189d8755abb88e7 unverified no licence file found · pointer only
TaskCraft: Automated Generation of Agentic Tasks 11 Jun 2025 oppo-personalai/taskcraft/taskcraft/utils.py 23aca818bcd68712 unverified MIT (permissive)
MovieBench: A Hierarchical Movie Level Dataset for Long Video Generation 22 Nov 2024 showlab/moviebecnh/MovieBench/utils.py 5a316fbcbabb3efd unverified no licence file found · pointer only
ALTA: Compiler-Based Analysis of Transformers 23 Oct 2024 google-deepmind/alta/framework/common/io_utils.py fe4e605ec4040d19 unverified Apache-2.0 (permissive)
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation 12 Oct 2024 dongguanting/FollowRAG/FollowRAG/utils/util.py 740114bd24430c6f ran fingerprinted no licence file found · pointer only
Entering Real Social World! Benchmarking the Social Intelligence of Large Language Models from a First-person Perspective 8 Oct 2024 gyhou123/egosocialarena/code/evaluate_coun.py 26a7eefa987a0849 ran · our draft was wrong no licence file found · pointer only
TRACE: Temporal Grounding Video LLM via Causal Event Modeling 8 Oct 2024 gyxxyg/TRACE/trace/eval/evaluate.py e49f0cf401af904b ran Apache-2.0 (permissive)
Holistic Automated Red Teaming for Large Language Models through Top-Down Test Case Generation and Multi-turn Interaction 25 Sep 2024 jc-ryan/holistic_automated_red_teaming/utils.py 6644223ff07e9d5c ran no licence file found · pointer only
DSBench: How Far Are Data Science Agents to Becoming Data Science Experts? 12 Sep 2024 liqiangjing/dsbench/data_analysis/compute_answer.py 5a443efa6d7752a2 ran licence not identified · pointer only
Learning Video Context as Interleaved Multimodal Sequences 31 Jul 2024 showlab/movieseq/utils.py 5a316fbcbabb3efd unverified no licence file found · pointer only
mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval 29 Jul 2024 CLUEbenchmark/SimCLUE/baselines/finetune_senbert.py d1d917fe6d858cd8 ran no licence file found · pointer only
Detached and Interactive Multimodal Learning 28 Jul 2024 fanyunfeng-bit/di-mml/dataset/UCFDataset.py 8f8e7c9ad509b378 ran no licence file found · pointer only
LitSearch: A Retrieval Benchmark for Scientific Literature Search 10 Jul 2024 princeton-nlp/litsearch/utils/utils.py ff8c06125817aa41 ran MIT (permissive)
How to Compute the Probability of a Word 20 Jun 2024 tpimentelms/probability-of-a-word/wordsprobability/utils/utils.py 25b329c823f9cb34 ran MIT (permissive)
VTG-LLM: Integrating Timestamp Knowledge into Video LLMs for Enhanced Video Temporal Grounding 22 May 2024 gyxxyg/vtg-llm/evaluate.py e49f0cf401af904b ran Apache-2.0 (permissive)
What Causes the Failure of Explicit to Implicit Discourse Relation Recognition? 1 Apr 2024 liuwei1206/Exp2Imp/filter_util.py e7755e953453ff29 unverified no licence file found · pointer only
Extend Your Own Correspondences: Unsupervised Distant Point Cloud Registration by Progressive Distance Extension 6 Mar 2024 liuquan98/eyoc/util/file.py 6f1f2152e78c5e6f ran MIT (permissive)
Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates 28 Feb 2024 vfleaking/ptst/llama2/lm_utils/prompt_utils.py 8db5d6fa2677c64f ran · our draft was wrong Apache-2.0 (permissive)
Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems 27 Feb 2024 zhentingqi/rag-privacy/utils/helpers.py adb4ccec2a7a0854 ran no licence file found · pointer only
TEaR: Improving LLM-based Machine Translation with Systematic Self-Refinement 26 Feb 2024 fzp0424/self_correct_mt/run_file.py a6cf1e73bc23e87e ran · our draft was wrong Apache-2.0 (permissive)
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook 8 Dec 2023 yilmazkadir/segmentation_losses/lib/utils.py 5ee2af199fbad410 ran no licence file found · pointer only
TimeChat: A Time-sensitive Multimodal Large Language Model for Long Video Understanding 4 Dec 2023 lntzm/cvpr24track-longvideo/evaluate.py e49f0cf401af904b ran BSD-3-Clause (permissive)
ACT-Diffusion: Efficient Adversarial Consistency Training for One-step Diffusion Models 23 Nov 2023 kong13661/act/convert_imagenet_lmdb.py b514c1d4d0c0e302 unverified Apache-2.0 (permissive)
Think Twice: Perspective-Taking Improves Large Language Models' Theory-of-Mind Capabilities 16 Nov 2023 shawnsihyunlee/simulatedtom/code/evaluate_tomi.py 26a7eefa987a0849 ran · our draft was wrong MIT (permissive)
ExBEHRT: Extended Transformer for Electronic Health Records to Predict Disease Subtypes & Progressions 22 Mar 2023 deepmedicine/BEHRT/common/spark.py f27f6d5ef718adaf unverified MIT (permissive)
Retrieval augmentation of large language models for lay language generation 7 Nov 2022 linguisticanomalies/pls_retrieval/preprocess/extract_ordered_pairs.py 6f1da1558fd516ed unverified MIT (permissive)
ConvFinQA: Exploring the Chain of Numerical Reasoning in Conversational Finance Question Answering 7 Oct 2022 czyssrs/convfinqa/code/finqanet_generator/utils.py 5312b6b693f09d8e unverified MIT (permissive)
Unsupervised Deep Multi-Shape Matching 20 Jul 2022 dongliangcao/Unsupervised-Deep-Multi-Shape-Matching/utils/shape_util.py 46dafa7e789c8ed9 unverified MIT (permissive)
KETOD: Knowledge-Enriched Task-Oriented Dialogue 11 May 2022 facebookresearch/ketod/code/kg_selection/utils.py 5312b6b693f09d8e unverified MIT recorded; this copy not marked cleared · pointer only
Point Scene Understanding via Disentangled Instance Mesh Reconstruction 31 Mar 2022 ashawkey/dimr/util/visualize.py 1152f339832a3ce7 unverified Apache-2.0 (permissive)
Designing a Minimal Retrieve-and-Read System for Open-Domain Question Answering 15 Apr 2021 clovaai/minimal-rnr-qa/playground/workspace/minimal_rnr/utils/inference.py fe09325ee5e2d803 ran · our draft was wrong Apache-2.0 (permissive)
mT5: A massively multilingual pre-trained text-to-text transformer 22 Oct 2020 KoshiroSato/Flask_NLP_App/flask/flaskapp/lib/utils.py e445d0574fe31243 unverified MIT (permissive)
Solving the Blind Perspective-n-Point Problem End-To-End With Robust Differentiable Geometric Optimization 29 Jul 2020 Liumouliu/Deep_blind_PnP/lib/file.py 6f1f2152e78c5e6f ran MIT (permissive)
SDFDiff: Differentiable Rendering of Signed Distance Fields for 3D Shape Optimization 15 Dec 2019 YueJiang-nj/CVPR2020-SDFDiff/single_view_code/differentiable_rendering.py a2ef49cc6467e9a3 unverified no licence file found · pointer only
Unsupervised Deep Learning for Structured Shape Matching 10 Dec 2018 pvnieo/SURFMNet-pytorch/surfmnet/utils/io.py 46dafa7e789c8ed9 unverified MIT (permissive)
Learning Semantic Textual Similarity from Conversations 20 Apr 2018 nickyeolk/info_retrieve/src/utils.py 9aff0e1769d7891e unverified Apache-2.0 (permissive)
Deep Speech 2: End-to-End Speech Recognition in English and Mandarin 8 Dec 2015 raraz15/DeepTurkish/decoders/LanguageModel.py be421821ea5166fc unverified MIT (permissive)
arXiv:Fang_Forensic-MoE_Exploring_Comprehensive_Synthetic_Image_Detection_Traces_with_Mixture_of_ICCV_2025_paper fangmq77/Forensic-MoE/inference.py 973ed0a1384e0c7c unverified Apache-2.0 (permissive)
arXiv:Chen_LargeKernel3D_Scaling_Up_Kernels_in_3D_Sparse_CNNs_CVPR_2023_paper dvlab-research/LargeKernel3D/semantic-segmentation/util/common_util.py ae89367a4f9595e3 unverified Apache-2.0 (permissive)
arXiv:2025.findings-acl.318 SCUNLP/BAR/bar/utils/util_box.py eacdc8c8f8f59f07 unverified Apache-2.0 (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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