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process_batch

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

process_batch appears in the code Syntology harvested for 31 papers, as 33 distinct code bodies found in 38 places (a place is one code body under one paper). At least one of them ran in 14 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 process_batch 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 14 of the 33 distinct code bodies named process_batch; 19 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
2ran · fixture could not drive it
8ran
19unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 14 of the 38 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

31 papers shown of 31, newest first; 38 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 5 papers added by Syntology; 2 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
MOC: Multi-Order Communication in LLM-based Multi-Agent Systems added by Syntology 2026-06 (from id) yao-guan/MOC/experiments/run_direct.py 626721eeeb4b0b98 ran no licence file found · pointer only
Transformers with Selective Access to Early Representations added by Syntology 2026-05 (from id) SkyeGunasekaran/SATFormer/prepare_fineweb.py 0070d83f964ade92 unverified no licence file found · pointer only
MOSAIC: Multi-Objective Slice-Aware Iterative Curation for Alignment added by Syntology 2026-03 (from id) douyipu/mosaic/score/experiment_utils.py 58f8a5668faf2811 unverified MIT (permissive)
MOSAIC: Multi-Objective Slice-Aware Iterative Curation for Alignment added by Syntology 2026-03 (from id) douyipu/mosaic/score/util.py cf9275b0b5918737 unverified MIT (permissive)
Building a Strong Instruction Language Model for a Less-Resourced Language added by Syntology 2026-03 (from id) GaMS-Team/local_ocr/postprocess_markdown/classify_pages.py 7e629f856ba12aa0 unverified Apache-2.0 (permissive)
Building a Strong Instruction Language Model for a Less-Resourced Language added by Syntology 2026-03 (from id) GaMS-Team/local_ocr/postprocess_markdown/merge_pages.py ce57ccba583cfc9f unverified Apache-2.0 (permissive)
FrameRef: A Framing Dataset and Simulation Testbed for Modeling Bounded Rational Information Health added by Syntology 2026-02 (from id) infosenselab/frameref/information_health/evaluation/eval_funcs.py f46651ffd0ab067b unverified MIT (permissive)
Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression 26 May 2025 pprp/acbench/acbench/analysis/analyze_energy/run_energy_analysis.py f1f3b4b8aaac5ce6 ran · honoured contract MIT (permissive)
Polar Sparsity: High Throughput Batched LLM Inferencing with Scalable Contextual Sparsity 20 May 2025 susavlsh10/polar-sparsity/HybridTensor/routers/datacollection/data_collection.py 314abce3a7becf22 ran · fixture could not drive it MIT (permissive)
CombiBench: Benchmarking LLM Capability for Combinatorial Mathematics 6 May 2025 moonshotai/combibench/evaluation/client/lean_client.py 8587e1e7b2168fd5 unverified MIT (permissive)
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search 13 Mar 2025 tiger-ai-lab/visualwebinstruct/VisualWebInstruct/deduplication.py caa6ec9df9fd4678 unverified MIT (permissive)
Randomness, Not Representation: The Unreliability of Evaluating Cultural Alignment in LLMs 2025-03 (from id) ariba-k/llm-cultural-alignment-evaluation/steerability/run_steerability.py 2cc45c3ce708c71b ran · our draft was wrong no licence file found · pointer only
2 OLMo 2 Furious 31 Dec 2024 allenai/olmes/oe_eval/models/litellm.py c85e4b8ba614f924 unverified Apache-2.0 (permissive)
Number Cookbook: Number Understanding of Language Models and How to Improve It 6 Nov 2024 graphpku/number_cookbook/src/number_model/utils.py 6c792dface69fba6 unverified GPL-3.0 (copyleft) · pointer only
Collapsed Language Models Promote Fairness 6 Oct 2024 xujxyang/fairness-nc-main/bec/code/main_nc.py fe1027358a8d7950 ran · our draft was wrong no licence file found · pointer only
Collapsed Language Models Promote Fairness 6 Oct 2024 Xujxyang/Fairness-NC-main/adept/debias.py d3c361e2a27ed6ed ran no licence file found · pointer only
Collapsed Language Models Promote Fairness 6 Oct 2024 Xujxyang/Fairness-NC-main/adept/lib/collection.py 8ef531ec328be202 ran no licence file found · pointer only
World to Code: Multi-modal Data Generation via Self-Instructed Compositional Captioning and Filtering 30 Sep 2024 foundation-multimodal-models/world2code/w2c/world2seq/captions.py 1b48ce870510c453 unverified no licence file found · pointer only
CogVLM2: Visual Language Models for Image and Video Understanding 29 Aug 2024 thudm/glm-4/finetune/finetune.py 6c594f1eecbcd9c8 ran Apache-2.0 (permissive)
CogVLM2: Visual Language Models for Image and Video Understanding 29 Aug 2024 thudm/glm-4/finetune/finetune_vision.py 57df729a586c895a ran Apache-2.0 (permissive)
LADDER: Language Driven Slice Discovery and Error Rectification 31 Jul 2024 batmanlab/Ladder/src/codebase/save_img_reps.py 2da591b7c5b0cc23 ran CC-BY-4.0 · pointer only
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools 18 Jun 2024 thudm/chatglm4/finetune/finetune.py 6c594f1eecbcd9c8 ran Apache-2.0 (permissive)
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools 18 Jun 2024 thudm/chatglm4/finetune/finetune_vision.py 57df729a586c895a ran Apache-2.0 (permissive)
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools 18 Jun 2024 thudm/chatglm/finetune_demo/finetune_hf.py 31316bb1bf2a96b2 ran Apache-2.0 (permissive)
Hello Again! LLM-powered Personalized Agent for Long-term Dialogue 9 Jun 2024 leolee99/ld-agent/Trainer/lora_tune.py 31316bb1bf2a96b2 ran MIT (permissive)
TIDMAD: Time Series Dataset for Discovering Dark Matter with AI Denoising 5 Jun 2024 jessicafry/TIDMAD/inference.py 0cfe74910b94d0ca ran · our draft was wrong CC-BY-4.0 · pointer only
Linguistic Collapse: Neural Collapse in (Large) Language Models 28 May 2024 rhubarbwu/linguistic-collapse/lib/collection.py 8ef531ec328be202 ran no licence file found · pointer only
Motion-Agent: A Conversational Framework for Human Motion Generation with LLMs 27 May 2024 szqwu/Motion-Agent/models/training_utils.py 39d21578902eb9d4 ran MIT (permissive)
Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking 14 Mar 2024 expz/quiet-star/quiet_star/dataset.py a37f369e2dcf0c05 unverified MIT (permissive)
MoTCoder: Elevating Large Language Models with Modular of Thought for Challenging Programming Tasks 26 Dec 2023 dvlab-research/motcoder/eval/vllm_fix.py 8fde5367be8c1218 unverified no licence file found · pointer only
CogAgent: A Visual Language Model for GUI Agents 14 Dec 2023 THUDM/CogAgent/finetune/finetune.py 0713ce4249b75fac unverified Apache-2.0 (permissive)
Towards Enhanced Image Inpainting: Mitigating Unwanted Object Insertion and Preserving Color Consistency 8 Dec 2023 yikai-wang/asuka-misato/asuka-flux/eval/cal_psnr_lpips_ssim.py 5d289ebf7d9bcada unverified no licence file found · pointer only
Self-Attention Between Datapoints: Going Beyond Individual Input-Output Pairs in Deep Learning 4 Jun 2021 oatml-markslab/proteinnpt/proteinnpt/baselines/data_processing.py c5e4288eb459c27d unverified MIT (permissive)
Learning to Perturb Word Embeddings for Out-of-distribution QA 6 May 2021 seanie12/SWEP/run_squad.py 3ed8b1210b9d20a6 unverified MIT (permissive)
Semantic Image Manipulation Using Scene Graphs 7 Apr 2020 he-dhamo/simsg/scripts/evaluate_reconstruction.py 39bca03bd6813ec0 ran · fixture could not drive it Apache-2.0 (permissive)
The StarCraft Multi-Agent Challenge 11 Feb 2019 jk96491/SMAC/offpg_run.py 8167e3248b280556 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
arXiv:2025.naacl-long.272 leolee99/LD-Agent/Trainer/lora_tune.py 31316bb1bf2a96b2 ran MIT (permissive)
arXiv:2025.emnlp-industry.190 ismail31416/CAPSTONE/capstone/reasoning/inference.py 41463d3c3471ef05 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".

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