Home › Code › calculate_score

calculate_score

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

calculate_score appears in the code Syntology harvested for 15 papers, as 16 distinct code bodies found in 17 places (a place is one code body under one paper). At least one of them ran in 7 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 calculate_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 7 of the 16 distinct code bodies named calculate_score; 9 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
4ran
9unverified
2fingerprinted

Licence is a property of each copy, so it is counted per place: 5 of the 17 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

15 papers shown of 15, newest first; 17 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
RadSEM: A Finding-by-Finding Metric for Clinical Consistency in Radiology Reports added by Syntology 2026-06 (from id) jdh-algo/RadSEM/step/step3.py 29b27aedb8af8403 unverified no licence file found · pointer only
Representation-Aware Advantage Estimation: Your Reward Model Provides More Than A Scalar Output added by Syntology 2026-06 (from id) lmarena/arena-hard-auto/BenchBuilder/filter.py 06750b8d972efe27 ran Apache-2.0 (permissive)
Zero-shot Large Language Models for Automatic Readability Assessment added by Syntology 2026-04 (from id) kinimod23/GRANT/unsupervised/BERT/apply.py 4399c8d238487913 ran · honoured contract no licence file found · pointer only
Prompt-Driven Code Summarization: A Systematic Literature Review added by Syntology 2026-04 (from id) afia2023/prompt-engineering/Prompt-Engineering_SLR/Filter/initial_Screening.py 334a368192eaef1c unverified no licence file found · pointer only
GenExam: A Multidisciplinary Text-to-Image Exam added by Syntology 2025-09 (from id) OpenGVLab/GenExam/cal_score.py fdc208489297bdd5 unverified MIT (permissive)
arXiv:2507.23284 2025-07 (from id) mlvlab/BLiM/training_utils.py 12161c0142e25620 unverified MIT (permissive)
OMAC: A Broad Optimization Framework for LLM-Based Multi-Agent Collaboration 17 May 2025 xiwenchao/OMAC/code/MMLU/calc_score.py a7d74bc4eba65949 unverified MIT (permissive)
OMAC: A Broad Optimization Framework for LLM-Based Multi-Agent Collaboration 17 May 2025 xiwenchao/OMAC/code/HumanEval/utils_evo.py 23694908a81661df unverified MIT (permissive)
HealthBench: Evaluating Large Language Models Towards Improved Human Health 13 May 2025 openai/simple-evals/healthbench_eval.py c96e81709590b350 ran · honoured contract MIT (permissive)
Seedream 2.0: A Native Chinese-English Bilingual Image Generation Foundation Model 10 Mar 2025 DYEvaLab/EvalMuse/NTIRE2025/Track1_Alignment/evaluate.py a33274f4811ba44b unverified Apache-2.0 (permissive)
A Practical Approach to Causal Inference over Time 14 Oct 2024 marti5ini/ci-over-time/experiments/utils.py e589f9c779df5ecf ran BSD-3-Clause (permissive)
From Crowdsourced Data to High-Quality Benchmarks: Arena-Hard and BenchBuilder Pipeline 17 Jun 2024 lm-sys/arena-hard/BenchBuilder/filter.py 06750b8d972efe27 ran Apache-2.0 (permissive)
SEvenLLM: Benchmarking, Eliciting, and Enhancing Abilities of Large Language Models in Cyber Threat Intelligence 2024-05 (from id) csjianyang/seevenllm/code/score/f1_rougel/ex-score-en-path.py 532740bbf39ba1c0 ran fingerprinted no licence file found · pointer only
SEvenLLM: Benchmarking, Eliciting, and Enhancing Abilities of Large Language Models in Cyber Threat Intelligence 2024-05 (from id) csjianyang/seevenllm/code/score/f1_rougel/gen_score_rougeL-en-path.py 593741de89b5746c ran fingerprinted no licence file found · pointer only
Beyond Reverse KL: Generalizing Direct Preference Optimization with Diverse Divergence Constraints 28 Sep 2023 alecwangcq/f-divergence-dpo/cali/hh_cali_eval.py f2074220eaa2a95d unverified Apache-2.0 (permissive)
Sparkles: Unlocking Chats Across Multiple Images for Multimodal Instruction-Following Models 31 Aug 2023 hypjudy/sparkles/evaluate.py 8286c94254f1fdc5 ran · honoured contract BSD-3-Clause (permissive)
arXiv:2022.findings-naacl.156 MJ-Jang/beyond-distributional/src/analysis/wordvector_analysis.py 3725cffc4daa4871 unverified BSD-2-Clause (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