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evaluation

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

evaluation appears in the code Syntology harvested for 57 papers, as 59 distinct code bodies found in 65 places (a place is one code body under one paper). At least one of them ran in 16 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 evaluation 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 59 distinct code bodies named evaluation; 43 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

2ran · honoured contract
0ran · violated contract
4ran · our draft was wrong
3ran · fixture could not drive it
7ran
43unverified
1fingerprinted

Licence is a property of each copy, so it is counted per place: 23 of the 65 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

57 papers shown of 57, newest first; 65 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 4 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
Protein Representation Learning with Secondary-Structure and Energy-Filtered Hydrogen-Bond Graphs added by Syntology 2026-06 (from id) mohamedmohamed2021/SSProNet/run_ProNet.py 721646cdc27b9f30 ran no licence file found · pointer only
Can QPP Choose the Right Query variant? Evaluating Query Variant Selection for RAG Pipelines added by Syntology 2026-04 (from id) Narabzad/QPP-4-RAG/QPP4CS/evaluation_QPP.py 0b535ecda28038b9 unverified MIT (permissive)
The Paradigm Shift: A Comprehensive Survey on Large Vision Language Models for Multimodal Fake News Detection added by Syntology 2026-01 (from id) majingCUHK/Rumor_RvNN/model/evaluate.py a3772b851907a3b6 unverified MIT (permissive)
Learning to Flow from Generative Pretext Tasks for Neural Architecture Encoding added by Syntology 2025-10 (from id) y0ngjaenius/CVPR2024_FLOWERFormer/utils.py fa3c832aaf87cffc unverified no licence file found · pointer only
Confidence Calibration of Classifiers with Many Classes 5 Nov 2024 lifan-yuan/PLMCalibration/prompt-ood.py 5439c7c6310eaacf unverified MIT (permissive)
Confidence Calibration of Classifiers with Many Classes 5 Nov 2024 lifan-yuan/PLMCalibration/prompt-emergent.py 85faff7a2af04107 unverified MIT (permissive)
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning 21 Oct 2024 kuan2jiu99/audio-hallucination/icassp2025/evaluation.py ccc0c3e69385b7eb unverified no licence file found · pointer only
Can Large Audio-Language Models Truly Hear? Tackling Hallucinations with Multi-Task Assessment and Stepwise Audio Reasoning 21 Oct 2024 kuan2jiu99/audio-hallucination/interspeech2024/evaluation.py 8d1a616242359eee unverified no licence file found · pointer only
RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models 30 Sep 2024 shuhao02/RouterDC/train_router_mdeberta.py f2bce34f97bf32be unverified no licence file found · pointer only
RouterDC: Query-Based Router by Dual Contrastive Learning for Assembling Large Language Models 30 Sep 2024 shuhao02/RouterDC/train_router_mdeberta_routerbench.py 686862d6e6432442 unverified no licence file found · pointer only
Ranked List Truncation for Large Language Model-based Re-Ranking 28 Apr 2024 chuanmeng/rlt4reranking/rlt/evaluation.py 62643434cfae56cf unverified no licence file found · pointer only
Evaluating Character Understanding of Large Language Models via Character Profiling from Fictional Works 19 Apr 2024 joanna0123/character_profiling/code/evaluation_score.py 72ce9df219e77438 unverified MIT (permissive)
Query Performance Prediction using Relevance Judgments Generated by Large Language Models 1 Apr 2024 chuanmeng/qpp-genre/evaluate_qpp.py cff293c53a348a4b ran no licence file found · pointer only
FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer 19 Mar 2024 y0ngjaenius/cvpr2024_flowerformer/utils.py fa3c832aaf87cffc unverified no licence file found · pointer only
Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training Tasks 3 Mar 2024 TianyuFan0504/WAS/node-level/src/utils.py d741c615263a94db ran no licence file found · pointer only
Conformalized Adaptive Forecasting of Heterogeneous Trajectories 14 Feb 2024 fionaz3696/cafht/ConformalizedTS/evals.py af0a444dd2175e9a ran no licence file found · pointer only
Sharp-NeRF: Grid-based Fast Deblurring Neural Radiance Fields Using Sharpness Prior 1 Jan 2024 benhenryl/sharpnerf/renderer.py 8e11cbdeef08d1b1 unverified MIT (permissive)
SlimmeRF: Slimmable Radiance Fields 15 Dec 2023 shiran-yuan/slimmerf/renderer.py aa41cb74893ae745 unverified MIT (permissive)
Multimodal Pretraining of Medical Time Series and Notes 11 Dec 2023 kingrc15/multimodal-clinical-pretraining/experiments/measurement_notes/measurement_notes_pretraining.py be795e4ecd30e0a9 ran · fixture could not drive it no licence file found · pointer only
Action Scene Graphs for Long-Form Understanding of Egocentric Videos 6 Dec 2023 fpv-iplab/easg/easg-generation/run_easg.py 00bdfbb10c91c2eb ran · our draft was wrong no licence file found · pointer only
Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature Fields 6 Dec 2023 keloee/maskfield/renderer.py 0b4c49066bad50f8 unverified MIT (permissive)
FedRA: A Random Allocation Strategy for Federated Tuning to Unleash the Power of Heterogeneous Clients 19 Nov 2023 leondada/fedra/utils.py 97ca3c78079ab836 ran no licence file found · pointer only
LooGLE: Can Long-Context Language Models Understand Long Contexts? 8 Nov 2023 bigai-nlco/loogle/Evaluation/automatic_eval.py ddadc41b94b41c9e unverified MIT (permissive)
MIMO-NeRF: Fast Neural Rendering with Multi-input Multi-output Neural Radiance Fields 3 Oct 2023 apchenstu/TensoRF/renderer.py aa41cb74893ae745 unverified MIT (permissive)
Evolutionary Neural Architecture Search for Transformer in Knowledge Tracing 2 Oct 2023 DevilYangS/ENAS-KT/EvoTransformer.py 991bdeb73a94fdd8 ran · our draft was wrong no licence file found · pointer only
Spec-NeRF: Multi-spectral Neural Radiance Fields 14 Sep 2023 cpregroup/specnerf-v2/renderer.py aa41cb74893ae745 unverified no licence file found · pointer only
Decoding Natural Images from EEG for Object Recognition 25 Aug 2023 xiaozhangyes/cognitioncapturer/src/models/components/utils.py e2c3c0b6fb6fe418 unverified MIT (permissive)
Homophily-enhanced Structure Learning for Graph Clustering 10 Aug 2023 galogm/hole/utils/evaluation.py 8a940b576d09933c ran MIT (permissive)
What Matters in Training a GPT4-Style Language Model with Multimodal Inputs? 5 Jul 2023 bytedance/lynx-llm/generate.py cd56d16a521c2a10 ran · our draft was wrong Apache-2.0 (permissive)
CrossGET: Cross-Guided Ensemble of Tokens for Accelerating Vision-Language Transformers 27 May 2023 sdc17/CrossGET/CLIP/train_retrieval_clip.py d1e13682bf9d66ff ran · honoured contract BSD-3-Clause (permissive)
Weakly Supervised 3D Open-vocabulary Segmentation 23 May 2023 Kunhao-Liu/3D-OVS/renderer.py 9a9881451ca96ede unverified MIT (permissive)
Text2NeRF: Text-Driven 3D Scene Generation with Neural Radiance Fields 19 May 2023 eckertzhang/text2nerf/renderer.py 7495b668be4d84cf unverified MIT (permissive)
Multiscale Tensor Decomposition and Rendering Equation Encoding for View Synthesis 7 Mar 2023 imkanghan/nrff/renderer.py 31ef772e5aa195a6 unverified MIT (permissive)
Factor Fields: A Unified Framework for Neural Fields and Beyond 2 Feb 2023 autonomousvision/factor-fields/renderer.py 327ff36daa2346f2 unverified MIT (permissive)
A Close Look into the Calibration of Pre-trained Language Models 31 Oct 2022 lifan-yuan/plmcalibration/prompt-ood.py 5439c7c6310eaacf unverified MIT (permissive)
Data Poisoning Attacks Against Multimodal Encoders 30 Sep 2022 zqypku/mm_poison/retrieval_by_CLIP.py 4a5d89815e14d530 ran · our draft was wrong no licence file found · pointer only
Online Domain Adaptation for Semantic Segmentation in Ever-Changing Conditions 21 Jul 2022 theo2021/OnDA/framework/domain_adaptation/methods/prototypes.py cf0328586e1295aa unverified GPL-2.0 (copyleft) · pointer only
Confidence Score for Source-Free Unsupervised Domain Adaptation 14 Jun 2022 jhyun17/cowa-jmds/image_target_CoWA.py c0f8665d6d8818eb unverified MIT (permissive)
Compressible-composable NeRF via Rank-residual Decomposition 30 May 2022 ashawkey/CCNeRF/renderer.py e0fb44e80a373df5 unverified MIT (permissive)
CCMB: A Large-scale Chinese Cross-modal Benchmark 8 May 2022 yuxie11/R2D2/r2d2_inference_demo.py be3c5540222af5be unverified Apache-2.0 (permissive)
Global-Reasoned Multi-Task Learning Model for Surgical Scene Understanding 28 Jan 2022 identical code first harvested elsewhere 89a1d6919a0782a9 unverified licence of this copy not recorded
Safe Driving via Expert Guided Policy Optimization 13 Oct 2021 decisionforce/EGPO/egpo_utils/dagger/utils.py af575f58b460350e unverified MIT (permissive)
A Dynamic Spatial-temporal Attention Network for Early Anticipation of Traffic Accidents 18 Jun 2021 monjurulkarim/DSTA/src/eval_tools.py b54236206b80b795 unverified MIT (permissive)
Lightweight Multi-Branch Network for Person Re-Identification 26 Jan 2021 jixunbo/LightMBN/utils/functions.py 08c4c287ecfd8475 ran · fixture could not drive it fingerprinted MIT (permissive)
Generating Radiology Reports via Memory-driven Transformer 30 Oct 2020 jbdel/vilmedic/vilmedic/models/rrg/RRG.py 90a7d4b65fda9753 ran MIT (permissive)
Uncertainty-based Traffic Accident Anticipation with Spatio-Temporal Relational Learning 1 Aug 2020 Cogito2012/UString/src/eval_tools.py 491e614341f4f94d unverified MIT (permissive)
DVI: Depth Guided Video Inpainting for Autonomous Driving 17 Jul 2020 ApolloScapeAuto/dataset-api/trajectory_prediction/evaluation.py 45585870c1fd0413 unverified Apache-2.0 (permissive)
Learning and Reasoning with the Graph Structure Representation in Robotic Surgery 7 Jul 2020 mobarakol/Surgical_SceneGraph_Generation/evaluation_metrics.py 89a1d6919a0782a9 unverified no licence file found · pointer only
musicnn: Pre-trained convolutional neural networks for music audio tagging 14 Sep 2019 jordipons/musicnn-training/src/evaluate.py 778f3293c69fd511 ran · fixture could not drive it ISC (permissive)
SoftTriple Loss: Deep Metric Learning Without Triplet Sampling 11 Sep 2019 idstcv/SoftTriple/evaluation.py d120bf5b3dee8b75 unverified Apache-2.0 (permissive)
TransferTransfo: A Transfer Learning Approach for Neural Network Based Conversational Agents 23 Jan 2019 identical code first harvested elsewhere e46d6b86df789052 unverified licence of this copy not recorded
Reliability and Learnability of Human Bandit Feedback for Sequence-to-Sequence Reinforcement Learning 27 May 2018 juliakreutzer/bandit-neuralmonkey/neuralmonkey/learning_utils.py 4702de42b8eb5525 unverified BSD-3-Clause (permissive)
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems 9 Mar 2018 Hank-Kuo/RippleNet/evaluate.py a863327019290a51 ran · honoured contract no licence file found · pointer only
Personalizing Dialogue Agents: I have a dog, do you have pets too? 22 Jan 2018 samsonleegh/convai_smile/model_pipeline/model_train.py e46d6b86df789052 unverified no licence file found · pointer only
Bilateral Multi-Perspective Matching for Natural Language Sentences 13 Feb 2017 zhiguowang/BiMPM/src/SentenceMatchTrainer.py 9a2fbfc157264b95 unverified Apache-2.0 (permissive)
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving 22 Dec 2016 MarvinTeichmann/KittiSeg/decoder/kitti_multiloss.py 9897841211ca8e31 unverified MIT (permissive)
MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving 22 Dec 2016 ziyuan400/video_segmentation/decoder/kitti_multiloss.py 64d216d65449fe96 unverified MIT (permissive)
arXiv:aaai_25588 wdimmy/Var2Vec/kbc/metrics.py 94299beed7c12adb unverified MIT (permissive)
arXiv:aaai_20057 jackie840129/FedFR/local_1n.py af0a3d68f2ad21de unverified MIT (permissive)
arXiv:2023.findings-emnlp.672 guihuzhang/FactSpotter/fact_spotter_training/train_classifier_dart.py 5643f5f42fea6fd2 unverified MIT (permissive)
arXiv:2023.findings-emnlp.672 guihuzhang/FactSpotter/fact_spotter_training/train_classifier_grail.py daa28a651a2a68dd unverified MIT (permissive)
arXiv:2023.findings-emnlp.672 guihuzhang/FactSpotter/fact_spotter_training/train_classifier_spq.py e8d700e822c0b074 unverified MIT (permissive)
arXiv:136890323 KAIST-vilab/AEFT/evaluation_aff.py 2aa283301c8b9620 unverified MIT (permissive)
arXiv:136890323 KAIST-vilab/AEFT/infer_aff.py 13c8d9f29398c91b unverified MIT (permissive)
arXiv:136890323 KAIST-vilab/AEFT/train_aff.py 2fb6d296eac8fcef 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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