E05 · Dorn/python/97

Full sample results

Scores

MethodScoreScaleDataset rank
(0–100)
GPT-6.1 Sol15.330–20; mean of three runs
58.6Δ 36.1
DeepSeek V4 Pro160–20; mean of three runs
84.5Δ 10.2
BTTF0.6180–1; higher is more readable
78.3Δ 16.4
Human4.111–5; original rating
94.7

Loading feature diagnosis…

Source code

GPT-6.1 Sol explanations

Run 1 · 15/20

Code Structure: Imports, dependency checks, callback, and timer setup are logically separated, but the final entry-point guard has no body, leaving the script incomplete.

Nesting: Shallow nesting makes the code easy to scan.

Clarity of intent: The docstring and messages explain the timer demonstration and its lifetime caveat, although names such as msg are generic and the global timer introduces implicit state.

Code length: Short and focused; the dependency-installation message is somewhat lengthy but useful.

Action granularity: Each statement generally performs one action, and multiline calls remain clear.

Reading flow: The progression from dependency checks to callback and setup is natural, but the unfinished entry point abruptly breaks the flow and obscures how main is invoked.

Run 2 · 15/20

Code Structure: Imports, dependency checks, callback, and timer setup are logically separated, but the final main guard has no body, leaving the script incomplete.

Nesting: Shallow blocks make the code easy to follow.

Clarity of intent: The introductory docstring and user-facing messages clearly explain the timer demonstration; however, names such as msg and the positional True argument are less descriptive.

Code length: The script is concise overall, with a somewhat lengthy but useful dependency-error message.

Action granularity: Each statement performs a single clear action, and multiline calls remain readable.

Reading flow: The progression from dependency checks to callback and setup is natural, but the empty entry-point block interrupts completion. Global timer state adds some cognitive overhead, though its lifetime implications are explicitly documented.

Run 3 · 16/20

Code Structure: Imports, dependency checks, callback, and timer setup are logically separated, though the final entry-point block is incomplete.

Nesting: Shallow exception handlers and simple functions make the code easy to scan.

Clarity of intent: The introductory docstring and dialog messages clearly explain the timer demo; however, the generic callback name 'msg', global timer state, and positional boolean argument are less explicit.

Code length: The script is concise, with a somewhat lengthy but useful dependency error message.

Action granularity: Each statement performs one main action, and multiline calls are formatted clearly.

Reading flow: Execution proceeds naturally from dependency checks to function definitions, but the empty '__main__' block abruptly interrupts the flow and leaves the intended invocation missing.

BTTF feature contributions

Score 0.618 / 1