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extract_scores

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

extract_scores appears in the code Syntology harvested for 16 papers, as 17 distinct code bodies found in 21 places (a place is one code body under one paper). At least one of them ran in 5 of the papers; 2 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 extract_scores 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 5 of the 17 distinct code bodies named extract_scores; 12 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

1ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
4ran
12unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 21 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

16 papers shown of 16, newest first; 21 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
The Granularity Gap: A Multi-Dimensional Cross-Generational Audit of Sycophancy in Gemini Models added by Syntology 2026-06 (from id) pskeough/The-Granularity-Gap/pipeline/01_run_panel.py cba861db7a9c5864 ran licence not identified · pointer only
No Free Swap: Protocol-Dependent Layer Redundancy in Transformers added by Syntology 2026-05 (from id) Gpgabriel25/ProtocolGapDiagnostic/downstream_benchmark.py 7f3fe518c40f3bd4 ran licence not identified · pointer only
Courtroom-Style Multi-Agent Debate with Progressive RAG and Role-Switching for Controversial Claim Verification added by Syntology 2026-03 (from id) mnc13/PROClaim/sycophancy_analysis.py 703660e8ca176031 unverified no licence file found · pointer only
Hybrid Linear Attention Done Right: Efficient Distillation and Effective Architectures for Extremely Long Contexts added by Syntology 2026-01 (from id) THUNLP/hybrid-linear-attention/attn-layer-selection/layer_analysis.py 217db10d5f6c7d5a unverified no licence file found · pointer only
Advantage Weighted Matching: Aligning RL with Pretraining in Diffusion Models added by Syntology 29 Sep 2025 scxue/advantage_weighted_matching/advantage_weighted_matching/flow_grpo/qwenvl.py aaf3538ea48a524d unverified Apache-2.0 (permissive)
Adversarial Manipulation of Reasoning Models using Internal Representations 3 Jul 2025 ky295/reasoning-manipulation/evals/plot_eval_results.py 03321a7b056bd1b5 unverified MIT (permissive)
ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback 23 May 2025 EnVision-Research/ComfyMind/script/evaluation_wise.py 4b8a94cc59053bf8 unverified MIT (permissive)
Flow-GRPO: Training Flow Matching Models via Online RL 8 May 2025 yifan123/flow_grpo/flow_grpo/qwenvl.py aaf3538ea48a524d unverified MIT (permissive)
CharacterBox: Evaluating the Role-Playing Capabilities of LLMs in Text-Based Virtual Worlds 7 Dec 2024 paitesanshi/characterbox/evaluate.py fd6ba1a21f12998e unverified MIT (permissive)
CharacterBox: Evaluating the Role-Playing Capabilities of LLMs in Text-Based Virtual Worlds 7 Dec 2024 paitesanshi/characterbox/evaluate_narrator.py a4ceb5e434c0e21e unverified MIT (permissive)
CharacterBox: Evaluating the Role-Playing Capabilities of LLMs in Text-Based Virtual Worlds 7 Dec 2024 paitesanshi/characterbox/evaluate_scene.py 3798794817974d8f unverified MIT (permissive)
VibeCheck: Discover and Quantify Qualitative Differences in Large Language Models 10 Oct 2024 lisadunlap/vibecheck/get_preference_labels.py 9fe570fe6dee5c7d ran fingerprinted no licence file found · pointer only
MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark 4 Sep 2024 opendatalab/pm4bench/src/pm4bench/miqa.py 6ec5c1760b10f4d4 unverified Apache-2.0 (permissive)
MLVU: Benchmarking Multi-task Long Video Understanding 6 Jun 2024 junjie99/mlvu/evaluation/generation_evaluation/calculate.py 00ae2b911e74b6c4 ran · honoured contract fingerprinted no licence file found · pointer only
One Prompt To Rule Them All: LLMs for Opinion Summary Evaluation 18 Feb 2024 tjsiledar/SummEval-OP/code/efficient-evaluator-v2.py 462312c0339acd23 ran MIT (permissive)
PipelineProfiler: A Visual Analytics Tool for the Exploration of AutoML Pipelines 2020-05 (from id) VIDA-NYU/PipelineVis/PipelineProfiler/_powerset_analysis.py 2bdd440663e3b6c7 unverified BSD-3-Clause (permissive)
arXiv:openreview_9DfcvXahRb xuwang0117/EIG-LLM-Eval/calculate_human_consistency.py 3805b372e46a6a2e unverified MIT (permissive)
arXiv:openreview_9DfcvXahRb xuwang0117/EIG-LLM-Eval/calculate_self_consistency.py b924b43d271c8d20 unverified MIT (permissive)
arXiv:2025.naacl-long.323 Paitesanshi/CharacterBox/evaluate.py fd6ba1a21f12998e unverified MIT (permissive)
arXiv:2025.naacl-long.323 Paitesanshi/CharacterBox/evaluate_narrator.py a4ceb5e434c0e21e unverified MIT (permissive)
arXiv:2025.naacl-long.323 Paitesanshi/CharacterBox/evaluate_scene.py 3798794817974d8f 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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