Figure 11
The figure contains two annotated screenshots labeled “(a) A C L Q A example in the deployed prototype” and “(b) Updating C L documents in the C L K R”. In panel (a), at the very top, a green‑bordered text box shows an English multiple‑choice item: “According to the ‘Unified Standard for Construction Quality Acceptance of Building Engineering’, who is responsible for accepting the inspection lot for the energy‑saving work of main structures, as well as for accepting the concealed work?” followed by options “(A) Supervision Engineer (B) Project Manager (C) Quality Engineer (D) Chief Supervision Engineer” and a label “Translation of the question”. A green annotation on the left labels this region “The Question”. Beneath, on the right, a smaller box indicates the original Chinese exam item with the tag “Q 0 1 6 0 (sourced from 2022 asterisk first‑level P C E Q E)”. Below it is a dialogue bubble containing the Chinese version of the question and, highlighted in red, the system’s final output, “Answer: D. Chief Supervision Engineer”, called out by a red label on the left, “Answer generated by G P L L M s”. On the left side of the screenshot is the Smart C L Q A sidebar headed “Dialogue” with version text “Current version v 0.2.10”. Within the panel are controls: “Manage knowledge repository”, “Current session: default”, “Please select a dialogue mode: Knowledge repository chat”, “Please select a L L M model: chatglm2‑6 b (Running)”, “Please select a prompt template: default”, a “Temperature: 0.80” slider, and “Historical dialogue rounds: 3”. Color‑coded boxes label “Enable the C L K R”, “Select the G P L L Ms for C L Q A”, and at the bottom “3 knowledge chunks related to the question”, with a drop‑down “Knowledge repository configuration” set to “Construction law knowledge”. On the right, three blue‑outlined rectangles stacked vertically present the retrieved supporting texts. Each shows a document title link and a mix of Chinese characters with an English summary caption. “Knowledge Chunk 1” is described as “A 250‑token Knowledge Chunk from ‘C L D‑225: Standards for Quality Acceptance of Energy‑Efficient Building Construction’”. “Knowledge Chunk 2” reads “A 250‑token Knowledge Chunk from ‘C L D‑151: Unified Standard for Construction Quality Acceptance of Building Engineering’”. “Knowledge Chunk 3” reads “Another 250‑token C L knowledge chunk from ‘C L D‑151: Unified Standard for Construction Quality Acceptance of Building Engineering’”. Blue arrows from the sidebar emphasize that these three chunks are retrieved as evidence for the question. Panel (b) shows the same “Smart C L Q A” interface focused on repository management. A central grey button labeled “Manage knowledge repository” is highlighted with a turquoise callout “Manage the knowledge repository”. On the right, a form headed “Please select or create a knowledge repository” with a drop‑down “Construction law knowledge repository (C L K R) [alias c l g b e‑v m‑1.5]” allows users to “Upload knowledge files” via a magenta‑outlined area reading “Drag and drop a document here” and “Browse”, annotated “Add up‑to‑date documents to the C L K R”. Below, a table lists existing documents, including an entry “C L D‑108: Standards for Identifying Bad Behaviors of All Parties in the National Construction Market”, which is highlighted in yellow with a note “Delete the C L D‑108: Standards for Identifying Bad Behaviors of All Parties in the National Construction Market”. Buttons at the bottom read “Download selected”, “Re‑add to vectorstore”, and a green button “Delete from knowledge repository”, called out as “Delete out‑of‑date documents from the C L K R”.The CLQA prototype and the CLKR update. Note: Codes and specifications for deploying the prototype are available in supplemental materials. Source(s): Authors’ own work