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get_response

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

get_response appears in the code Syntology harvested for 48 papers, as 60 distinct code bodies found in 60 places (a place is one code body under one paper). At least one of them ran in 15 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 get_response 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 17 of the 60 distinct code bodies named get_response; 43 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
14ran
43unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 28 of the 60 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

48 papers shown of 48, newest first; 60 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; 4 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
LifeMem: Enabling Lifelong Experience Reuse for LLM Agents added by Syntology 2026-09 (from id) BITHLP/LifeMem/api-bank/utils.py 831b9407e8cf0755 unverified no licence file found · pointer only
From Soliloquy to Agora: Memory-Enhanced LLM Agents with Decentralized Debate for Optimization Modeling added by Syntology 2026-04 (from id) CHIANGEL/Agora-Opt/code/Agora-Opt/src/debate_memory/llm.py bc49cf903440df48 unverified no licence file found · pointer only
Foresight Optimization for Strategic Reasoning in Large Language Models added by Syntology 2026-04 (from id) wangjs9/ForesightOptim/competitive_taboo/dialogue_refinement.py a28f0703801c60e0 unverified no licence file found · pointer only
SAC-Opt: Semantic Anchors for Iterative Correction in Optimization Modeling added by Syntology 2025-10 (from id) Forrest-Stone/SAC-Opt/constraint.py 2b61f84f66061098 unverified no licence file found · pointer only
Effective Training Data Synthesis for Improving MLLM Chart Understanding added by Syntology 2025-08 (from id) yuweiyang-anu/ECD/data_generation_pipeline/chart_image_filtering.py cc556a6a1407e0b2 unverified MIT (permissive)
Effective Training Data Synthesis for Improving MLLM Chart Understanding added by Syntology 2025-08 (from id) yuweiyang-anu/ECD/data_generation_pipeline/descriptive_qa_generation.py c2283b6d56917f7b unverified MIT (permissive)
Speech-IFEval: Evaluating Instruction-Following and Quantifying Catastrophic Forgetting in Speech-Aware Language Models 25 May 2025 kehanlu/speech-ifeval/examples/eval_desta2.py 4cad2548f8d71d0b ran · our draft was wrong no licence file found · pointer only
Apply Hierarchical-Chain-of-Generation to Complex Attributes Text-to-3D Generation 7 May 2025 Wakals/GASCOL/threestudio/gpt/PE.py 4ade5610ab000535 ran Apache-2.0 (permissive)
CoE: Chain-of-Explanation via Automatic Visual Concept Circuit Description and Polysemanticity Quantification 19 Mar 2025 YuWLong666/CoE/closeai.py 43fb79dfb73bea95 unverified BSD-3-Clause (permissive)
From Text to Space: Mapping Abstract Spatial Models in LLMs during a Grid-World Navigation Task 23 Feb 2025 mneuronico/griw-world-spatial-orientation-task/experiments/fns.py 1380efbe5fa29e71 unverified MIT (permissive)
LLM Safety Alignment is Divergence Estimation in Disguise 2 Feb 2025 rhaldarpurdue/kldo/dataset_generation/compare.py 962f72a6b771258f unverified Apache-2.0 (permissive)
LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning about Actions 1 Jan 2025 azreasoners/llm-al/utils.py 535397c1d5ef3d19 ran · our draft was wrong no licence file found · pointer only
Vulnerability of Text-Matching in ML/AI Conference Reviewer Assignments to Collusions 9 Dec 2024 passionfruit03/reviewer_assignments_vulnerability/attack/gpt_helpers.py f0f623d87b6930c8 unverified CC0-1.0 (permissive)
Disentangling Memory and Reasoning Ability in Large Language Models 20 Nov 2024 mingyuj666/disentangling-memory-and-reasoning/load_data/data_agent.py 3842459b68f0f8a0 unverified no licence file found · pointer only
Disentangling Memory and Reasoning Ability in Large Language Models 20 Nov 2024 mingyuj666/disentangling-memory-and-reasoning/load_data/data_agent_modify_version.py 5187be23c430fe41 unverified no licence file found · pointer only
Disentangling Memory and Reasoning Ability in Large Language Models 20 Nov 2024 mingyuj666/disentangling-memory-and-reasoning/load_data/data_agent_order_modify_version.py 6571c6d3a61d5838 unverified no licence file found · pointer only
Toxicity of the Commons: Curating Open-Source Pre-Training Data 29 Oct 2024 Pleias/toxic-commons/src/2.1_create_annotations.py 68a1776789f90465 unverified MIT (permissive)
Can Knowledge Editing Really Correct Hallucinations? 21 Oct 2024 llm-editing/HalluEditBench/code/eval_hallu.py e82d0dc93553559b unverified no licence file found · pointer only
Can Knowledge Editing Really Correct Hallucinations? 21 Oct 2024 llm-editing/HalluEditBench/code/hallucination_editor.py c345aa339c992639 unverified no licence file found · pointer only
Can Knowledge Editing Really Correct Hallucinations? 21 Oct 2024 llm-editing/HalluEditBench/code/util.py 07845ab4336c94fa unverified no licence file found · pointer only
Towards Foundation Models for 3D Vision: How Close Are We? 14 Oct 2024 princeton-vl/uniqa-3d/LLM_evaluations/clevr_vqa/generate_gpt_response.py f609b882d3318e8a unverified BSD-3-Clause (permissive)
Towards Foundation Models for 3D Vision: How Close Are We? 14 Oct 2024 princeton-vl/uniqa-3d/LLM_evaluations/relative_camera_pose/generate_gpt4v_response.py 864f8f7c8a83f0b3 unverified BSD-3-Clause (permissive)
Towards Foundation Models for 3D Vision: How Close Are We? 14 Oct 2024 princeton-vl/uniqa-3d/LLM_evaluations/relative_depth/generate_gpt4v_response.py 42bf1823205a9ad2 unverified BSD-3-Clause (permissive)
Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts 14 Oct 2024 freedomintelligence/apollomoe/src/eval/eval_gemma.py 56889f7eefb6cd73 ran · our draft was wrong no licence file found · pointer only
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions 10 Oct 2024 quchangle1/DRAFT/Inference_DFSDT.py e247a2919937c8b6 ran MIT (permissive)
MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation models 23 Sep 2024 AIF4S/MediConfusion/Models/gpt.py 40fb3b39651a7e1e ran no licence file found · pointer only
RMCBench: Benchmarking Large Language Models' Resistance to Malicious Code 23 Sep 2024 qing-yuan233/RMCBench/script/evaluate.py bdd86ff0c494eaec ran fingerprinted licence not identified · pointer only
RMCBench: Benchmarking Large Language Models' Resistance to Malicious Code 23 Sep 2024 qing-yuan233/RMCBench/script/run_gpt_llm.py 162109372f2d4acb ran licence not identified · pointer only
RMCBench: Benchmarking Large Language Models' Resistance to Malicious Code 23 Sep 2024 qing-yuan233/RMCBench/script/run_open_llm.py a04cf0f788099abd unverified licence not identified · pointer only
Can Editing LLMs Inject Harm? 29 Jul 2024 llm-editing/editing-attack/code/editor_new_eval.py 446fc0f34e412c18 unverified MIT (permissive)
Course-Correction: Safety Alignment Using Synthetic Preferences 23 Jul 2024 pillowsofwind/course-correction/eval/eval_data.py 0b7dd78298a1e253 unverified no licence file found · pointer only
TourRank: Utilizing Large Language Models for Documents Ranking with a Tournament-Inspired Strategy 17 Jun 2024 chenyiqun/TourRank/TourRank_multiprocessing.py 74aeaeb3787e659c unverified no licence file found · pointer only
Can Graph Learning Improve Planning in LLM-based Agents? 29 May 2024 wxxshirley/gnn4taskplan/trainfree/direct.py fad6e5fad73b7b31 ran MIT (permissive)
Can Graph Learning Improve Planning in LLM-based Agents? 29 May 2024 wxxshirley/gnn4taskplan/trainfree/direct_diffprompt.py d85fa758ae62b493 ran MIT (permissive)
G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models 23 May 2024 applied-machine-learning-lab/g3/llm_predict.py 14ab877eaf533dfb unverified Apache-2.0 (permissive)
G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models 23 May 2024 applied-machine-learning-lab/g3/llm_predict_hf.py a32ec97a24a3f7e6 unverified Apache-2.0 (permissive)
JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis Models 23 May 2024 rucaibox/jiuzhang3.0/eval/math_eval_openai.py e6e097bbc1e5c6d4 ran no licence file found · pointer only
Getting it Right: Improving Spatial Consistency in Text-to-Image Models 1 Apr 2024 SPRIGHT-T2I/SPRIGHT/eval/gpt4/eval_with_gpt4.py b153819851508e8f unverified Apache-2.0 (permissive)
Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and Beyond 15 Mar 2024 weitianxin/UniMP/UniMP/pipeline/eval/benchmark_otter.py 8b8566f333cb4974 ran no licence file found · pointer only
Microstructures and Accuracy of Graph Recall by Large Language Models 19 Feb 2024 abel0828/llm-graph-recall/network_recall.py 190871a24a3d1816 ran no licence file found · pointer only
Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models 18 Feb 2024 hyperwjf/logiccheckgpt/logiccheckgpt/check_llava.py c94c0823ad207c14 unverified no licence file found · pointer only
Language Models Don't Learn the Physical Manifestation of Language 17 Feb 2024 brucewlee/h-test/utils.py 0e73b3bcb07d374d unverified MIT (permissive)
Skill Set Optimization: Reinforcing Language Model Behavior via Transferable Skills 5 Feb 2024 allenai/sso/sso/llm/gpt.py 3ccfa89ad4d945bd ran Apache-2.0 (permissive)
An In-depth Look at Gemini's Language Abilities 18 Dec 2023 neulab/gemini-benchmark/benchmarking/Code/run_code.py 78ca0bb4c28987ab unverified no licence file found · pointer only
Get an A in Math: Progressive Rectification Prompting 11 Dec 2023 wzy6642/PRP/code/utils.py af57429892b8a7dd unverified Apache-2.0 (permissive)
HuatuoGPT-II, One-stage Training for Medical Adaption of LLMs 16 Nov 2023 freedomintelligence/huatuogpt-ii/evaluation/eval_qa.py 0cc6223401defc70 ran no licence file found · pointer only
ACT-SQL: In-Context Learning for Text-to-SQL with Automatically-Generated Chain-of-Thought 26 Oct 2023 x-lance/text2sql-gpt/util/gpt.py 83512c75d8835ed6 unverified no licence file found · pointer only
Can Large Language Model Comprehend Ancient Chinese? A Preliminary Test on ACLUE 14 Oct 2023 isen-zhang/aclue/src/chatgpt.py 0df614fff2114f23 ran MIT (permissive)
Can Large Language Model Comprehend Ancient Chinese? A Preliminary Test on ACLUE 14 Oct 2023 isen-zhang/aclue/src/gpt4.py d0da2ec45f606dab unverified MIT (permissive)
How Abilities in Large Language Models are Affected by Supervised Fine-tuning Data Composition 9 Oct 2023 wangrongsheng/caregpt/ChatGPT/7_webui.py ee526ac42e46dde5 unverified MIT recorded; this copy not marked cleared · pointer only
End-to-End Beam Retrieval for Multi-Hop Question Answering 17 Aug 2023 canghongjian/beam_retriever/llm_exp_long.py 0a8f1af973c82ca0 unverified Apache-2.0 (permissive)
UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition 7 Aug 2023 universal-ner/universal-ner/src/utils.py fbd915d7d3d14137 unverified MIT (permissive)
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text 15 Jul 2023 azreasoners/llm-asp/bAbI/babi_utils.py 087cdfe304604e4b ran no licence file found · pointer only
SLING: Sino Linguistic Evaluation of Large Language Models 21 Oct 2022 Yixiao-Song/SLING_Data_Code/SLING_Code/gpt3_sling.py 2eff6ef3426dba90 unverified MIT (permissive)
MLPerf Tiny Benchmark 14 Jun 2021 mlcommons/tiny/benchmark/runner/stream_wav_uart.py ffecdb9ac0a5c52f unverified Apache-2.0 (permissive)
Plan, Write, and Revise: an Interactive System for Open-Domain Story Generation 4 Apr 2019 seraphinatarrant/plan-write-revise/server/web_server.py f6ad0d0e2f5fcc46 unverified MIT (permissive)
arXiv:openreview_9aU4vrHPKD Octobrist/CoPE/src/models_fschat.py 45b4efeb901105d6 unverified Apache-2.0 (permissive)
arXiv:ijcai2024_0687 zjunlp/FactCHD/data_generate/openai_service.py 4fdbaf2046abb43d unverified MIT (permissive)
arXiv:2025.acl-long.806 lzw108/RAEmoLLM/indexconstruct/postprocess_label.py 09198e1b26cec243 unverified MIT (permissive)
arXiv:2024.findings-acl.485 CLINEEK/ELAGENT/src/api/concurrent_chat.py 0a6fc032171a0204 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