Home › Code › pass_at_k

pass_at_k

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

pass_at_k appears in the code Syntology harvested for 16 papers, as 12 distinct code bodies found in 16 places (a place is one code body under one paper). At least one of them ran in 12 of the papers; 8 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 pass_at_k 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 8 of the 12 distinct code bodies named pass_at_k; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

7ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
1ran
4unverified
8fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 16 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; 16 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. 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
InteractBench: Benchmarking LLMs on Competitive Programming under Unrevealed Information added by Syntology 2026-08 (from id) kmsgk0/InteractBench/evaluate.py a28acf9b2f202312 unverified MIT (permissive)
BacktestBench: Benchmarking Large Language Models for Automated Quantitative Strategy Backtesting added by Syntology 2026-05 (from id) jensenw1/BacktestBench/AutoBacktest/002_SQL/utils.py 62af43e66bbbc806 ran · honoured contract fingerprinted no licence file found · pointer only
Does RL Expand the Capability Boundary of LLM Agents? A PASS@(k, T ) Analysis * added by Syntology 2026-04 (from id) zhiyuanZhai20/pass-kt-analysis/eval/compute_pass_kt.py 340437ebc52f7a3a ran · honoured contract fingerprinted no licence file found · pointer only
Classroom Final Exam: An Instructor-Tested Reasoning Benchmark added by Syntology 2026-02 (from id) Analogy-AI/CFE_Bench/evaluation.py 7bbf842f40dbc128 ran · honoured contract fingerprinted no licence file found · pointer only
PACE: Prefix-Protected and Difficulty-Aware Compression for Efficient Reasoning added by Syntology 2026-02 (from id) LiveCodeBench/LiveCodeBench/lcb_runner/evaluation/compute_code_execution_metrics.py 3a7c7ec16769928a ran · honoured contract fingerprinted MIT (permissive)
QuestA: Expanding Reasoning Capacity in LLMs via Question Augmentation 17 Jul 2025 foreverlasting1202/QuestA/AReaL/evaluation/eval_and_aggregate.py 5a4b219d1513f202 unverified no licence file found · pointer only
Humanity's Last Code Exam: Can Advanced LLMs Conquer Human's Hardest Code Competition? 15 Jun 2025 identical code first harvested elsewhere 3a7c7ec16769928a ran · honoured contract fingerprinted licence of this copy not recorded
Dynamic Risk Assessments for Offensive Cybersecurity Agents 23 May 2025 boyiwei/dynamic-risk-assessment/analysis/grade_benchmark.py 31dac9f8d6c131b8 unverified MIT (permissive)
DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning 15 Apr 2025 zwhe99/deepmath/uni_eval.py e3014276a256dd64 ran · honoured contract fingerprinted MIT (permissive)
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning 7 Mar 2025 rucaibox/simpledeepsearcher/inference/lcb_runner/evaluation/compute_code_execution_metrics.py 3a7c7ec16769928a ran · honoured contract fingerprinted MIT (permissive)
Scaling LLM Inference with Optimized Sample Compute Allocation 29 Oct 2024 leililab/osca/osca.py 3f3c074604757720 unverified no licence file found · pointer only
Constrained Decoding for Secure Code Generation 30 Apr 2024 dynamite321/codeguardplus/correctness_eval.py aaf864304de22b06 ran fingerprinted MIT (permissive)
Instruction Tuning for Secure Code Generation 14 Feb 2024 eth-sri/safecoder/safecoder/metric.py 3a7c7ec16769928a ran · honoured contract fingerprinted MIT (permissive)
Guiding Language Models of Code with Global Context using Monitors 19 Jun 2023 microsoft/monitors4codegen/evaluation_scripts/eval_results.py 81302d4943b3cecc ran · honoured contract fingerprinted MIT (permissive)
Fault-Aware Neural Code Rankers 4 Jun 2022 microsoft/coderanker/src/compute_metrics.py 62af43e66bbbc806 ran · honoured contract fingerprinted MIT (permissive)
Evaluating Large Language Models Trained on Code 7 Jul 2021 microsoft/PythonProgrammingPuzzles/solvers/codex/run_codex_experiments.py 2a310ceef0a63386 ran · honoured contract fingerprinted 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