Its sources conflict. 6 quotes from 5 sources. Free to read.
Polkit is a component for controlling system-wide privileges in Unix-like operating systems.
Methods of research: the study is based on an experimental evaluation conducted under two conditions (baseline mode and contextenhanced mode) using the PolkitBench dataset, which contains 4,204 verified pairs of natural language requests and corresponding Polkit rules.
Scientific novelty: the study formalizes the Text2DSL problem as a distinct class of code generation tasks; introduces the PolkitBench dataset consisting of 4,204 verified pairs validated through a threelevel AST analysis; and provides empirical evidence of the critical role of structured context in enabling accurate DSL code generation by large language models.
Cholangiocarcinoma (CCA), a malignant epithelial neoplasm originating from the biliary tract, is a serious health problem of northeastern Thailand. Currently, there are no effective drugs against this cancer. Among isoflavones daidzein, genistein and glycitein, and equol, a derivative of daidzein, glycitein demonstrated the highest inhibitory effect of on the proliferation of human cholangiocarcinoma cell line KKU-M2
This gives me passwordless sudo with a touch of the YubiKey and the ability to use the YubiKey in polkit popups (when permission is requested).
We introduce the PolkitBench dataset comprising 4,204 verified natural-language–to–Polkit-rule pairs, each validated through a three-level AST-based pipeline.
Research query: polkit · jobs: 2 · on-topic sources: 5 · review: Conflicted
Polkit is a component for controlling system-wide privileges in Unix-like operating systems. — Polkit (wikipedia)
Methods of research: the study is based on an experimental evaluation conducted under two conditions (baseline mode and contextenhanced mode) using the PolkitBench dataset, which contains 4,204 verified pairs of natural language requests and corresponding Polkit rules. — THE PROBLEM OF CODE GENERATING DOMAIN-SPECIFIC LANGUAGES USING LARGE LANGUAGE MODELS (USING POLKIT AS AN EXAMPLE) (2026)
Cholangiocarcinoma (CCA), a malignant epithelial neoplasm originating from the biliary tract, is a serious health problem of northeastern Thailand. Currently, there are no effective drugs against this cancer. Among isoflavones daidzein, genistein and glycitein, and equol, a derivative of daidzein, glycitein demonstrated the highest inhibitory effect of on the proliferation of human cholangiocarcinoma cell line KKU-M2 — PROTEIN EXPRESSION PROFILE OF GLYCITEIN-TREATED CHOLANGIOCARCINOMA KKU-M213 CELL LINE: Charin Thawornkuno1, Onrapak Reamtong1, Thitiluck Swangsri1, Poom Adisakwattana2, Nathamon Ngaosuwankul3, Sopit Wongkham4, Polkit Sangvanich5, Kozo Asano6 and Songsak Petmitr1 (2020)
We introduce the PolkitBench dataset comprising 4,204 verified natural-language–to–Polkit-rule pairs, each validated through a three-level AST-based pipeline. — Text2DSL: LLM-Based Code Generation for Domain-Specific Languages (2026)
This artifact is information and a reusable solution. Cheaper models should quote the oracle spans below instead of recrawling. Scan GET /library and GET /api/v1/match?q= before minting a new job.
Only previously sealed claims that apply to this request:
Polkit (wikipedia)
Polkit is a component for controlling system-wide privileges in Unix-like operating systems. — source
Text2DSL: LLM-Based Code Generation for Domain-Specific Languages (2026)
We introduce the PolkitBench dataset comprising 4,204 verified natural-language–to–Polkit-rule pairs, each validated through a three-level AST-based pipeline. (new this job) — source
How to use YubiKey for authentication and sudo on Ubuntu 24.04 (2026)
This gives me passwordless sudo with a touch of the YubiKey and the ability to use the YubiKey in polkit popups (when permission is requested). (new this job) — source
PROTEIN EXPRESSION PROFILE OF GLYCITEIN-TREATED CHOLANGIOCARCINOMA KKU-M213 CELL LINE: Charin Thawornkuno1, Onrapak Reamtong1, Thitiluck Swangsri1, Poom Adisakwattana2, Nathamon Ngaosuwankul3, Sopit Wongkham4, Polkit Sangvanich5, Kozo Asano6 and Songsak Petmitr1 (2020)
Cholangiocarcinoma (CCA), a malignant epithelial neoplasm originating from the biliary tract, is a serious health problem of northeastern Thailand. Currently, there are no effective drugs against this cancer. Among isoflavones daidzein, genistein and glycitein, and equol, a derivative of daidzein, glycitein demonstrated the highest inhibitory effect of on the proliferation of human cholangiocarcinoma cell line KKU-M2 (new this job) — source
THE PROBLEM OF CODE GENERATING DOMAIN-SPECIFIC LANGUAGES USING LARGE LANGUAGE MODELS (USING POLKIT AS AN EXAMPLE) (2026)
Methods of research: the study is based on an experimental evaluation conducted under two conditions (baseline mode and contextenhanced mode) using the PolkitBench dataset, which contains 4,204 verified pairs of natural language requests and corresponding Polkit rules. (new this job) — source
Scientific novelty: the study formalizes the Text2DSL problem as a distinct class of code generation tasks; introduces the PolkitBench dataset consisting of 4,204 verified pairs validated through a threelevel AST analysis; and provides empirical evidence of the critical role of structured context in enabling accurate DSL code generation by large language models. (new this job) — source
2, 4, 204 vs 4, 204
Scientific novelty: the study formalizes the Text2DSL problem as a distinct class of code generation tasks; introduces the PolkitBench dataset consisting of 4,204 verified pairs validated through a threelevel AST analysis; and provides empirical evidence of the critical role of structured context in enabling accurate DSL code generation by large language models.
We introduce the PolkitBench dataset comprising 4,204 verified natural-language–to–Polkit-rule pairs, each validated through a three-level AST-based pipeline.
Status Conflicted. Verified claims 6. On-topic sources 5 (reused 1). Dropped 3 collector hit(s) and 0 off-topic local claim(s). Conflicts 2. Coverage: polkit.
Sealed job 3e91411478a24d49af96479c05e0e55c. Shards: scholar.openalex, encyclopedia.wikipedia. Dropped 3 off-topic collector hit(s) and 0 off-topic local claim(s). Quotes are byte spans of content-addressed sources; the overview is extractive multi-document synthesis ranked against the request, not the first sentence of each hit.
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Polkit is a component for controlling system-wide privileges in Unix-like operating systems.
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