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get_score

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

get_score appears in the code Syntology harvested for 56 papers, as 67 distinct code bodies found in 69 places (a place is one code body under one paper). At least one of them ran in 26 of the papers; 7 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 get_score 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 26 of the 67 distinct code bodies named get_score; 41 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

5ran · honoured contract
1ran · violated contract
2ran · our draft was wrong
2ran · fixture could not drive it
16ran
41unverified
7fingerprinted

Licence is a property of each copy, so it is counted per place: 38 of the 69 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

56 papers shown of 56, newest first; 69 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; 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
Rethinking Weak Supervision in Anomaly Detection: A Comprehensive Benchmark added by Syntology 2026-05 (from id) SUFE-AILAB/WSADBench/WSADBench/baseline/DualMGAN/model.py d82550e8f4e38ef6 unverified MIT (permissive)
MLReplicate: Benchmarking Autonomous Research Systems for Machine Learning Reproducibility added by Syntology 2026-05 (from id) gsasikiran/MLReplicate-benchmarking/AgentLaboratory/mlesolver.py c7d4030263209148 ran · our draft was wrong fingerprinted Apache-2.0 (permissive)
Controllable Exploration in Hybrid-Policy RLVR for Multi-Modal Reasoning added by Syntology 2026-02 (from id) zhh6425/CalibRL/src/core_algos.py ffeb684124c8f7e9 ran no licence file found · pointer only
CLINIC: Evaluating Multilingual Trustworthiness in Language Models for Healthcare added by Syntology 2025-12 (from id) AikyamLab/clinic/evaluation/colloquial/colloquial_eval.py 7fdf75bfa127d457 unverified MIT (permissive)
CLINIC: Evaluating Multilingual Trustworthiness in Language Models for Healthcare added by Syntology 2025-12 (from id) AikyamLab/clinic/evaluation/disparagement/disp_eval.py a5fb7b464744eb20 unverified MIT (permissive)
CLINIC: Evaluating Multilingual Trustworthiness in Language Models for Healthcare added by Syntology 2025-12 (from id) AikyamLab/clinic/evaluation/exaggerated_safety/exagsaf.py 987ba214da993053 unverified MIT (permissive)
ToMAP: Training Opponent-Aware LLM Persuaders with Theory of Mind 29 May 2025 ulab-uiuc/ToMAP/verl/env_feedback/argument_graph.py a8c0b5b7b7144100 unverified Apache-2.0 (permissive)
AgentRxiv: Towards Collaborative Autonomous Research 23 Mar 2025 samuelschmidgall/agentlaboratory/mlesolver.py c7d4030263209148 ran · our draft was wrong fingerprinted MIT (permissive)
AgentRxiv: Towards Collaborative Autonomous Research 23 Mar 2025 samuelschmidgall/agentlaboratory/agents.py 3c76d8364248f49a unverified MIT (permissive)
Evaluating Personalized Tool-Augmented LLMs from the Perspectives of Personalization and Proactivity 2 Mar 2025 hypasd-art/ETAPP/evaluation/evaluate.py 7ab562f4ba9b1d82 unverified no licence file found · pointer only
DriveMLLM: A Benchmark for Spatial Understanding with Multimodal Large Language Models in Autonomous Driving 20 Nov 2024 xiandaguo/drive-mllm/evaluation/eval_from_json.py bbd19315c49635ff ran · honoured contract fingerprinted no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/audio_duration_prediction.py 67c5af6a71776bab unverified no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/audio_editing_identification.py ab963e47043f8825 unverified no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/audio_spatial_distance.py 9e34dbd0951e6bdc unverified no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/code_switching_count.py 35daeec0cf300934 unverified no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/exact_match.py ef715545375e59c0 unverified no licence file found · pointer only
Dynamic-SUPERB Phase-2: A Collaboratively Expanding Benchmark for Measuring the Capabilities of Spoken Language Models with 180 Tasks 8 Nov 2024 dynamic-superb/dynamic-superb/api/metrics/llm_classification.py 31d6756ad131ace0 unverified no licence file found · pointer only
DeeR-VLA: Dynamic Inference of Multimodal Large Language Models for Efficient Robot Execution 4 Nov 2024 yueyang130/DeeR-VLA/bayesian_optimization.py 1fff25335fef27a2 unverified Apache-2.0 (permissive)
What If the Input is Expanded in OOD Detection? 24 Oct 2024 tmlr-group/CoVer/DNNs/ash.py f03fa80d09174dd7 unverified no licence file found · pointer only
Improve Vision Language Model Chain-of-thought Reasoning 21 Oct 2024 riflezhang/llava-hound-dpo/llava_hound_dpo/inference/utils.py 5321a2aa0d7681cb unverified no licence file found · pointer only
What makes your model a low-empathy or warmth person: Exploring the Origins of Personality in LLMs 7 Oct 2024 kaustpradalab/LLM-Persona-Steering/src/steer_experiments/RepE/analysis.py 6d60c2f13b005719 ran no licence file found · pointer only
What makes your model a low-empathy or warmth person: Exploring the Origins of Personality in LLMs 7 Oct 2024 kaustpradalab/LLM-Persona-Steering/src/steer_experiments/SAE/analysis_origin.py 56ea01da64a80821 ran no licence file found · pointer only
Transferring disentangled representations: bridging the gap between synthetic and real images 26 Sep 2024 JacopoDapueto/transfer_disentanglement/src/evaluation/metrics/omes.py bbe86af17ad979c9 unverified Apache-2.0 (permissive)
Zero-Shot Detection of LLM-Generated Text using Token Cohesiveness 25 Sep 2024 Shixuan-Ma/TOCSIN/TOCSIN.py 9c87e2fd2309802e unverified MIT (permissive)
Archon: An Architecture Search Framework for Inference-Time Techniques 23 Sep 2024 scalingintelligence/archon/src/archon/benchmarks/arena_hard_auto/gen_judgment.py b2d83f0b138fe334 unverified Apache-2.0 (permissive)
Measuring Human and AI Values Based on Generative Psychometrics with Large Language Models 18 Sep 2024 value4ai/gpv/gpv/utils.py 07996379f9e365b6 ran fingerprinted MIT (permissive)
CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models 4 Sep 2024 ecnu-icalk/educhat-math/evaluation/gpt-4o-score_evaluation.py ac28ae0c3a3f6b14 ran 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/utils.py 5321a2aa0d7681cb unverified no licence file found · pointer only
VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text 10 Jun 2024 tianyu-z/vcr/src/evaluation/gather_results.py 9b842bc0490f11b4 ran CC-BY-SA-4.0 (copyleft) · pointer only
Eliciting Informative Text Evaluations with Large Language Models 23 May 2024 yx-lu/Eliciting-Informative-Text-Evaluations-with-Large-Language-Models/experiments/baseline.py fc5eb58baae10b8a unverified CC-BY-4.0 · pointer only
Is Your LLM Outdated? Evaluating LLMs at Temporal Generalization 14 May 2024 freedomintelligence/freshbench/script/score.py b21ef2f2569d9b67 ran fingerprinted no licence file found · pointer only
Continuous Language Model Interpolation for Dynamic and Controllable Text Generation 10 Apr 2024 skangasl/continuous-lm-interpolation/evaluation/create_plots.py 72a3e012682bb367 ran no licence file found · pointer only
Visual CoT: Advancing Multi-Modal Language Models with a Comprehensive Dataset and Benchmark for Chain-of-Thought Reasoning 25 Mar 2024 deepcs233/visual-cot/llava/eval/eval_cot_score.py 5b700f36a74a7df5 ran Apache-2.0 (permissive)
RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations 27 Feb 2024 explanare/ravel/src/methods/linear_adversarial_probe.py 4637704289ff6a8a ran MIT (permissive)
When LLMs Meet Cunning Texts: A Fallacy Understanding Benchmark for Large Language Models 16 Feb 2024 thukelab/flub/code/analysis.py 28af50493dc61691 ran · honoured contract licence not identified · pointer only
Escalation Risks from Language Models in Military and Diplomatic Decision-Making 7 Jan 2024 jprivera44/EscalAItion/manual_evaluation.py 74954cd7a1260147 ran no licence file found · pointer only
HD-Painter: High-Resolution and Prompt-Faithful Text-Guided Image Inpainting with Diffusion Models 21 Dec 2023 picsart-ai-research/hd-painter/metrics/aesthetic.py e670aa8de780268c unverified MIT (permissive)
Space-Time Diffusion Features for Zero-Shot Text-Driven Motion Transfer 28 Nov 2023 diffusion-motion-transfer/diffusion-motion-transfer/motion_fidelity_score.py 16286335dc3aec83 ran · our draft was wrong fingerprinted no licence file found · pointer only
Metric Space Magnitude for Evaluating the Diversity of Latent Representations 27 Nov 2023 renata-turkes/turkevs2022on/SRC/model.py 30e11bb16f36a080 ran no licence file found · pointer only
Unmasking and Improving Data Credibility: A Study with Datasets for Training Harmless Language Models 19 Nov 2023 Docta-ai/docta/docta/core/knn.py 7e1d6ecb79e8a1bc ran licence not identified · pointer only
Instruct and Extract: Instruction Tuning for On-Demand Information Extraction 24 Oct 2023 yzjiao/on-demand-ie/evaluation/rougel_for_content.py 052514aef99856ca ran no licence file found · pointer only
Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization 23 Oct 2023 llm-eff/FedPepTAO/decoder-only-gpt2/get_score.py 7b1aa9397d2f3a55 unverified no licence file found · pointer only
Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization 23 Oct 2023 llm-eff/FedPepTAO/decoder-only-llama/get_score.py 48cf69dafa7e622e unverified no licence file found · pointer only
Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization 23 Oct 2023 llm-eff/FedPepTAO/encoder-only-roberta-large/get_score.py 822768feef873f11 unverified no licence file found · pointer only
HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models 23 Oct 2023 zli12321/qa_metrics/qa_metrics/RewardBert.py bb06d405aa0fd21d unverified MIT (permissive)
ExpertQA: Expert-Curated Questions and Attributed Answers 14 Sep 2023 chaitanyamalaviya/expertqa/modeling/fact_score/factscore.py 6c4b02266edc91ba ran · violated contract MIT (permissive)
CharacterChat: Learning towards Conversational AI with Personalized Social Support 20 Aug 2023 morecry/characterchat/model/demo/chat_demo.py 5efb4305d6662763 ran no licence file found · pointer only
Uni-NLX: Unifying Textual Explanations for Vision and Vision-Language Tasks 17 Aug 2023 fawazsammani/nlxgpt/explain_predict/ep_vqaX.py 04a66156efbb1777 ran fingerprinted no licence file found · pointer only
FunQA: Towards Surprising Video Comprehension 26 Jun 2023 jingkang50/funqa/gpt4_eval.py b1ee5d8a47a7d92a unverified MIT (permissive)
LNL+K: Enhancing Learning with Noisy Labels Through Noise Source Knowledge Integration 20 Jun 2023 sunnysiqi/lnl_k/adaptation_methods/fine_k.py 56ccb4fcec6f5a98 unverified MIT (permissive)
Large Language Models of Code Fail at Completing Code with Potential Bugs 6 Jun 2023 amazon-science/buggy-code-completion/src/infiller/infill_line.py 5f28bf9a2c267875 unverified Apache-2.0 (permissive)
Quantifying Association Capabilities of Large Language Models and Its Implications on Privacy Leakage 22 May 2023 hanyins/lm_association_quantification/LAMA/analysis.py 54f850b6751cfb2e ran · fixture could not drive it no licence file found · pointer only
Unsupervised Entity Alignment for Temporal Knowledge Graphs 1 Feb 2023 zju-daily/dualmatch/processing.py 68824ba6e717496e unverified Apache-2.0 (permissive)
Functional Output Regression with Infimal Convolution: Exploring the Huber and $ε$-insensitive Losses 16 Jun 2022 allambert/foreg/model_selection/model_selection.py 00e351b580b1143b unverified MIT (permissive)
Diverse Weight Averaging for Out-of-Distribution Generalization 19 May 2022 alexrame/diwa/domainbed/lib/misc.py 837d97171609bbbf unverified Apache-2.0 (permissive)
Out-of-Distribution Detection with Deep Nearest Neighbors 13 Apr 2022 deeplearning-wisc/knn-ood/util/score.py b874b3a0ce06fd5f unverified no licence file found · pointer only
Linear Adversarial Concept Erasure 28 Jan 2022 shauli-ravfogel/rlace-icml/rlace.py d7edaf170e8ed046 unverified no licence file found · pointer only
Linear Adversarial Concept Erasure 28 Jan 2022 shauli-ravfogel/rlace-icml/rlace.py b765918151ddbd4e unverified no licence file found · pointer only
Linear Adversarial Concept Erasure 28 Jan 2022 shauli-ravfogel/adv-kernel-removal/relaxed_inlp.py 2e9f7545f8882b0b unverified no licence file found · pointer only
FastFlow: Unsupervised Anomaly Detection and Localization via 2D Normalizing Flows 15 Nov 2021 RistoranteRist/FastFlow/utils.py 2f2d58311dd3969d unverified MIT (permissive)
Ensemble and Auxiliary Tasks for Data-Efficient Deep Reinforcement Learning 5 Jul 2021 NUS-LID/RENAULT/benchmark.py 640097e0a5b3d620 ran · honoured contract fingerprinted MIT (permissive)
FINE Samples for Learning with Noisy Labels 23 Feb 2021 Kthyeon/FINE_official/dynamic_selection/selection/svd_classifier.py 1b10ac39415f471f ran · fixture could not drive it no licence file found · pointer only
RLCard: A Toolkit for Reinforcement Learning in Card Games 10 Oct 2019 datamllab/rlcard/rlcard/envs/blackjack.py 6c08fd179035271c ran · honoured contract MIT (permissive)
Image Synthesis From Reconfigurable Layout and Style 20 Aug 2019 stanifrolov/attrlostgan/eval/attr_f1.py f19ef3041e7db2b2 ran · honoured contract no licence file found · pointer only
End-to-End Task-Completion Neural Dialogue Systems 3 Mar 2017 AtmaHou/UserSimulator/src/collect_result.py cdefc0c373bb5645 unverified MIT recorded; this copy not marked cleared · pointer only
Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields 24 Nov 2016 ibm/max-human-pose-estimator/core/tf_pose/pafprocess/pafprocess.py 418d24f644276625 unverified Apache-2.0 (permissive)
arXiv:aaai_34690 ZongyueQin/DSBD/evaluation.py 214e835658c1d3c9 unverified MIT (permissive)
arXiv:2025.findings-acl.931 ikergarcia1996/T-Projection/label_projection.py fafc9230eec0ad80 unverified Apache-2.0 (permissive)
arXiv:2025.findings-acl.1384 Muennighoff/sgpt/crossencoder/beir/openai_search_endpoint_functionality.py e71e0d710acd1e64 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